estimasi_hp.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# deskripsi library yang digunakan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Memanggil Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('handphone.csv')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Deskripsi Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>battery_power</th>\n",
       "      <th>blue</th>\n",
       "      <th>dual_sim</th>\n",
       "      <th>fc</th>\n",
       "      <th>four_g</th>\n",
       "      <th>int_memory</th>\n",
       "      <th>mobile_wt</th>\n",
       "      <th>n_cores</th>\n",
       "      <th>pc</th>\n",
       "      <th>px_height</th>\n",
       "      <th>px_width</th>\n",
       "      <th>ram</th>\n",
       "      <th>sc_h</th>\n",
       "      <th>sc_w</th>\n",
       "      <th>talk_time</th>\n",
       "      <th>three_g</th>\n",
       "      <th>touch_screen</th>\n",
       "      <th>wifi</th>\n",
       "      <th>price_range</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>842</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>188</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>756</td>\n",
       "      <td>2549</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1021</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>53</td>\n",
       "      <td>136</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>905</td>\n",
       "      <td>1988</td>\n",
       "      <td>2631</td>\n",
       "      <td>17</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>563</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>41</td>\n",
       "      <td>145</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1263</td>\n",
       "      <td>1716</td>\n",
       "      <td>2603</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>615</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>131</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>1216</td>\n",
       "      <td>1786</td>\n",
       "      <td>2769</td>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1821</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>44</td>\n",
       "      <td>141</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "      <td>1208</td>\n",
       "      <td>1212</td>\n",
       "      <td>1411</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   battery_power  blue  dual_sim  fc  four_g  int_memory  mobile_wt  n_cores  \\\n",
       "0            842     0         0   1       0           7        188        2   \n",
       "1           1021     1         1   0       1          53        136        3   \n",
       "2            563     1         1   2       1          41        145        5   \n",
       "3            615     1         0   0       0          10        131        6   \n",
       "4           1821     1         0  13       1          44        141        2   \n",
       "\n",
       "   pc  px_height  px_width   ram  sc_h  sc_w  talk_time  three_g  \\\n",
       "0   2         20       756  2549     9     7         19        0   \n",
       "1   6        905      1988  2631    17     3          7        1   \n",
       "2   6       1263      1716  2603    11     2          9        1   \n",
       "3   9       1216      1786  2769    16     8         11        1   \n",
       "4  14       1208      1212  1411     8     2         15        1   \n",
       "\n",
       "   touch_screen  wifi  price_range  \n",
       "0             0     1            1  \n",
       "1             1     0            2  \n",
       "2             1     0            2  \n",
       "3             0     0            2  \n",
       "4             1     0            1  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2000 entries, 0 to 1999\n",
      "Data columns (total 19 columns):\n",
      " #   Column         Non-Null Count  Dtype\n",
      "---  ------         --------------  -----\n",
      " 0   battery_power  2000 non-null   int64\n",
      " 1   blue           2000 non-null   int64\n",
      " 2   dual_sim       2000 non-null   int64\n",
      " 3   fc             2000 non-null   int64\n",
      " 4   four_g         2000 non-null   int64\n",
      " 5   int_memory     2000 non-null   int64\n",
      " 6   mobile_wt      2000 non-null   int64\n",
      " 7   n_cores        2000 non-null   int64\n",
      " 8   pc             2000 non-null   int64\n",
      " 9   px_height      2000 non-null   int64\n",
      " 10  px_width       2000 non-null   int64\n",
      " 11  ram            2000 non-null   int64\n",
      " 12  sc_h           2000 non-null   int64\n",
      " 13  sc_w           2000 non-null   int64\n",
      " 14  talk_time      2000 non-null   int64\n",
      " 15  three_g        2000 non-null   int64\n",
      " 16  touch_screen   2000 non-null   int64\n",
      " 17  wifi           2000 non-null   int64\n",
      " 18  price_range    2000 non-null   int64\n",
      "dtypes: int64(19)\n",
      "memory usage: 297.0 KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(df.isnull())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>battery_power</th>\n",
       "      <th>blue</th>\n",
       "      <th>dual_sim</th>\n",
       "      <th>fc</th>\n",
       "      <th>four_g</th>\n",
       "      <th>int_memory</th>\n",
       "      <th>mobile_wt</th>\n",
       "      <th>n_cores</th>\n",
       "      <th>pc</th>\n",
       "      <th>px_height</th>\n",
       "      <th>px_width</th>\n",
       "      <th>ram</th>\n",
       "      <th>sc_h</th>\n",
       "      <th>sc_w</th>\n",
       "      <th>talk_time</th>\n",
       "      <th>three_g</th>\n",
       "      <th>touch_screen</th>\n",
       "      <th>wifi</th>\n",
       "      <th>price_range</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2000.000000</td>\n",
       "      <td>2000.0000</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>2000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1238.518500</td>\n",
       "      <td>0.4950</td>\n",
       "      <td>0.509500</td>\n",
       "      <td>4.309500</td>\n",
       "      <td>0.521500</td>\n",
       "      <td>32.046500</td>\n",
       "      <td>140.249000</td>\n",
       "      <td>4.520500</td>\n",
       "      <td>9.916500</td>\n",
       "      <td>645.108000</td>\n",
       "      <td>1251.515500</td>\n",
       "      <td>2124.213000</td>\n",
       "      <td>12.306500</td>\n",
       "      <td>5.767000</td>\n",
       "      <td>11.011000</td>\n",
       "      <td>0.761500</td>\n",
       "      <td>0.503000</td>\n",
       "      <td>0.507000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>439.418206</td>\n",
       "      <td>0.5001</td>\n",
       "      <td>0.500035</td>\n",
       "      <td>4.341444</td>\n",
       "      <td>0.499662</td>\n",
       "      <td>18.145715</td>\n",
       "      <td>35.399655</td>\n",
       "      <td>2.287837</td>\n",
       "      <td>6.064315</td>\n",
       "      <td>443.780811</td>\n",
       "      <td>432.199447</td>\n",
       "      <td>1084.732044</td>\n",
       "      <td>4.213245</td>\n",
       "      <td>4.356398</td>\n",
       "      <td>5.463955</td>\n",
       "      <td>0.426273</td>\n",
       "      <td>0.500116</td>\n",
       "      <td>0.500076</td>\n",
       "      <td>1.118314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>501.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>256.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>851.750000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>109.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>282.750000</td>\n",
       "      <td>874.750000</td>\n",
       "      <td>1207.500000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1226.000000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>141.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>564.000000</td>\n",
       "      <td>1247.000000</td>\n",
       "      <td>2146.500000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1615.250000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>170.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>947.250000</td>\n",
       "      <td>1633.000000</td>\n",
       "      <td>3064.500000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1998.000000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>200.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>1960.000000</td>\n",
       "      <td>1998.000000</td>\n",
       "      <td>3998.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       battery_power       blue     dual_sim           fc       four_g  \\\n",
       "count    2000.000000  2000.0000  2000.000000  2000.000000  2000.000000   \n",
       "mean     1238.518500     0.4950     0.509500     4.309500     0.521500   \n",
       "std       439.418206     0.5001     0.500035     4.341444     0.499662   \n",
       "min       501.000000     0.0000     0.000000     0.000000     0.000000   \n",
       "25%       851.750000     0.0000     0.000000     1.000000     0.000000   \n",
       "50%      1226.000000     0.0000     1.000000     3.000000     1.000000   \n",
       "75%      1615.250000     1.0000     1.000000     7.000000     1.000000   \n",
       "max      1998.000000     1.0000     1.000000    19.000000     1.000000   \n",
       "\n",
       "        int_memory    mobile_wt      n_cores           pc    px_height  \\\n",
       "count  2000.000000  2000.000000  2000.000000  2000.000000  2000.000000   \n",
       "mean     32.046500   140.249000     4.520500     9.916500   645.108000   \n",
       "std      18.145715    35.399655     2.287837     6.064315   443.780811   \n",
       "min       2.000000    80.000000     1.000000     0.000000     0.000000   \n",
       "25%      16.000000   109.000000     3.000000     5.000000   282.750000   \n",
       "50%      32.000000   141.000000     4.000000    10.000000   564.000000   \n",
       "75%      48.000000   170.000000     7.000000    15.000000   947.250000   \n",
       "max      64.000000   200.000000     8.000000    20.000000  1960.000000   \n",
       "\n",
       "          px_width          ram         sc_h         sc_w    talk_time  \\\n",
       "count  2000.000000  2000.000000  2000.000000  2000.000000  2000.000000   \n",
       "mean   1251.515500  2124.213000    12.306500     5.767000    11.011000   \n",
       "std     432.199447  1084.732044     4.213245     4.356398     5.463955   \n",
       "min     500.000000   256.000000     5.000000     0.000000     2.000000   \n",
       "25%     874.750000  1207.500000     9.000000     2.000000     6.000000   \n",
       "50%    1247.000000  2146.500000    12.000000     5.000000    11.000000   \n",
       "75%    1633.000000  3064.500000    16.000000     9.000000    16.000000   \n",
       "max    1998.000000  3998.000000    19.000000    18.000000    20.000000   \n",
       "\n",
       "           three_g  touch_screen         wifi  price_range  \n",
       "count  2000.000000   2000.000000  2000.000000  2000.000000  \n",
       "mean      0.761500      0.503000     0.507000     1.500000  \n",
       "std       0.426273      0.500116     0.500076     1.118314  \n",
       "min       0.000000      0.000000     0.000000     0.000000  \n",
       "25%       1.000000      0.000000     0.000000     0.750000  \n",
       "50%       1.000000      1.000000     1.000000     1.500000  \n",
       "75%       1.000000      1.000000     1.000000     2.250000  \n",
       "max       1.000000      1.000000     1.000000     3.000000  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualisasi Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1MAAALwCAYAAAByRy9oAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOyddVRVy9vHvwcJaWkwQbFFShQVBezu7u7uwLrX7habtBPBFlBB6VRSOg7n0EjXvH8c2LDhgHFV7v2981lr1jp75pl+ZvaePBxCCAGFQqFQKBQKhUKhUH4IkYZOAIVCoVAoFAqFQqH8F6GDKQqFQqFQKBQKhUL5CehgikKhUCgUCoVCoVB+AjqYolAoFAqFQqFQKJSfgA6mKBQKhUKhUCgUCuUnoIMpCoVCoVAoFAqFQvkJ6GCKQqFQKBQKhUKhUH4COpiiUCgUCoVCoVAolJ+ADqYoFAqFQqFQKBQK5SeggykKhUKhUCgUCoVC+QnoYIpCoVAoFAqFQqH853n37h1GjhyJpk2bgsPh4NGjR9/04+rqCgMDA0hISEBbWxtWVlY/FCcdTFEoFAqFQqFQKJT/PHl5edDV1cW5c+e+Sz4mJgbDhw+Hubk5AgICsGbNGixYsAAvXrz47jg5hBDyswmmUCgUCoVCoVAolH8bHA4HDx8+xJgxY+qU2bx5M5ycnPDp0yfGbsqUKcjKysLz58+/Kx66MkWhUCgUCoVCoVD+dRQVFSEnJ4dlioqKfln4Hz9+xIABA1h2gwcPxsePH787DNFflhrKv5aStOgGjb95m2ENGj8AZBR8begkQENGsUHjLy4vbdD4AaCotKShkwAOh9Og8eeX/LqXwM+iKiXfoPH/G3SxoLS4oZOARpyGnc/8N+hiI5GGn9NtKq3UoPHnFOc1aPxAw7eHhu6XAWCkkm5DJwF2cQ8aOglCacjvyANnbbBnzx6W3a5du7B79+5fEn5KSgrU1NRYdmpqasjJyUFBQQEkJSW/GQYdTFEoFAqFQqFQKJR/HVu3bsW6detYdhISEg2UGuHQwRSFQqFQKBQKhUL51yEhIfFbB0/q6urg8XgsOx6PBzk5ue9alQLoYIpCoVAoFAqFQqHURXlZQ6fgt9GzZ088ffqUZffq1Sv07Nnzu8No+M3KFAqFQqFQKBQKhfIPyc3NRUBAAAICAgAIrj4PCAhAfHw8AMG2wVmzZjHyS5YsQXR0NDZt2oSwsDCcP38ed+7cwdq1a787TroyRaFQKBQKhUKhUIRDyhs6Bd+Nj48PzM3NmefK81azZ8+GlZUVuFwuM7ACAC0tLTg5OWHt2rU4deoUmjdvjitXrmDw4MHfHScdTFEoFAqFQqFQKJT/PGZmZqjvL3StrKyE+vH39//pOOlgikKhUCgUCoVCoQin/L+zMtUQ0DNTFAqFQqFQKBQKhfIT0MEUhUKhUCgUCoVCofwEPzSYMjMzw5o1a35TUigUCoVCoVAoFMq/CULKG8z8F/ijK1Ourq7gcDjIyspi2dNB2r8Pn4BgLN+0C+ajpqNL76F48+7DT4c1d8E0eAe9QRwvEM/e3Ia+gU698iPHDIab91PE8QLh+sEB/Qf2ZbkPGzkQtx9eRWiMB3jZYeis06FWGDPnTMIDRxt8SfABLzsM8vJy2LVrA+Lj/JCT/QXPn92CtrbWN9O+dMlsREZ44GtOFNzdnsCom16dsk8cbFFSnIRRo6pugOnatRNsbc+Bz/uMuLQgxKYF4kPgC+gadKk33uGjB8HZwwERyT546fYA5gP6sNzXbl4KZw8HhCV4IjjaHTceXIaeIbtcr9qfxsegl4hI9oFPiDOevrkN38/OiE0JwNPXt75dD6MH472XE2JTAuDi/lhoPdx6cAUh0R+RkhUqtB4AwNBID/ccriM6yRdxyQEICn2LsKiPSE79hIdPrNG6Tat60wEACxbNQOBnV3DTPuOVyz0YGHZluUtIiOPI8d2IivNGQkogrO3PQkVVSag/BcUm+BT2HhlfIyEnL8sKZ/SYIfDwfY7k1E9w83DEgEGmtdKydftqhES6I4kfjAcOVrXSv27DUjx/fRuJvCDEJPgKLxPDrnj27CZSUoLB5QYjJOQ9EhP9kZkZgadPb6BNG81vlsnixbMQHu6OrKwIvHv3GN266bLcz549gJCQ98jMjEBCgj/u3r2Cdu3aYPHiWXAPeI6IZB88fmX/R3RxxbqFePDcFuGJXgiOca/oE17/UV30DnqNlKxQxmTnRuHEqb/rjXfBohkI+vwWvLQQvHG5L1Tvjh7fjZg4HySlBMHW/hxUVJUY920WaxAd542M7AikZYYjISkADx5dR5cuwtuKVuuWSE79hLTscCSnfsIrZ+G6fvjYLnyJ80I8NwDWdmehoqLEkmnWXAO37l1GIi8I4dEe2LN3Mxo1asSSERcXx549GxER8QHZ2ZEID3fH7NmTsHPnOsTE+CAnJwqFhfEsk5UVITTdP6uLlVjsWIuoaC+kpYfB0dHuu/R/0eKZCAl1Q3pGOFzfPoJhtTgVFORx9Nhu+Ae8QVp6GMLC3XHk6C7IybHb+5GjuxAW7o4Ivg/Ced6499waXfU71xvvkFED8PzDfXxK+ADHt7dhOqA3y/3Qmd2ITPVlmau3z7BkLG2P462/Ez4lfID7pxd49uYO/D67/LF3ZBMFeew/bAF3n2eITQmA7ydnHD6yE3/9vRkRUR7gpYXgsaPtd9XDwkUzERzyDvz0UDi7PoBhDX2dM3cKnJ7dQCI3EDl50ZCv1udut1iDiCgPpGeFIz7JHympnxGXWP8lAP+0TQKAgYEOHBxtEZfoj7gEv1ptUqN1U2y7tQfnfK7hWvgtHH9/HhM2TMWgOcNwws0S18JvYfejg2itq11nOs2mDMCOu3txMcgGF4NssMV+V73ylP82/1Pb/IqLixs6CX+EP5HPgoJCtNduje3rl/2jcDji0tizfwuOHTqHgX3H4fOncNx6eAXKyopC5bt114fl1WO4YXsPA/qMxTOn17C6cRYdOrZlZKSkJOH50Rd7dx2tM15JycZwefMep45fBACsXLkAK5bPw/IVW9DbZCTy8vPh5Ghf779qT5w4CkeO7MLevcfRvccQBAWFwMnJvtaHCwCsXrVQ6O0xBvo6aCIvB2lpaRzYcwIH/zoFdQ1V3HG4BqU6ysCwuy7OXD6E2/YPMMxsIl48dcZlu1No17GqI47+Eoedm/djkMl4jB82CwkJSbC7fxGKSgqMzAc3byybtwHm3UfC5tot6Ol3QXFhMQaZjsfnT+G4+eByPfWghwtXj+Km7X0M7DsOz56+wXX7M7XqwcvDD3t3HauzDA2N9HDz3iW4OrtjaP/JsL5+C0qKCti0bg8Gmo1Hfl4B7j+6DgkJ8TrDGDt+GPYe2IZDB87AzGQ0Pn0Kw/1H16GsUpX2/Ye2Y8jQfpgzayVGDJkGdXU1OD2/KdSf5eUj+PwprFY83Xvo4/L1E7C3uQczk9F46vgadjfPo2O1PK9auwiLlszC+jU7MdB8AvLzC3DvITv94uJiePzwGa5fvSE0P9LSUnBwsEVCQhL69BkNG5s7aN68KRo1agQzs3HIy8uHo6Ndvbo5YcJIHD68A/v2nYSx8XAEB4fiyRM7lm76+wdj0aL10NPrh5EjZ4LD4cDZ+T4OH96Bk4ctMdx8EkI/RcDu3sXfrovi4mJwevwSttfvQExMFLv3bcaxQ+f+mC6uWL0AGk3V4PLGDeNHzoHL6/dIiE/Cvr9P1FnG48YPx/4D23DowGn0NRmFT5/C8PCRFZSrlfGBQxYYMrQ/Zs9aieFDpkFdXRV29hcAAGvWLsKSpbMhLiaOZ0+d4e7uha+5ucjPL8CDx1YQFWXf/yQqKop7D69BXFwMhYVFMDcZg0+fQnHv4TVW2ew7KND1uTNXYeTQ6VDXUIXNjXOMu4iICG7fuwxxMTEMGTAZyxdvwtTp47DVYjUrvms2p2Bm1htLlmxC167mmDVrJQwMdLFs2VysXLkV+/efRElJCeLjE9GuXU+0amWIdu161Sqnn9VFJyc7iIiIYN26JVi6dC5WrdoOM9MxyMsvwGMHm3r1f/z4ETh40AIH9p9C717DERwcgsePbZg4NTTUoKGhhm3b9sOo2yAsXrQBAwea4vyFQ6xwtLW1oKGhBj/vQMRExSH0cwSu3TkLRWUFYdFC36grTlzch3v2jzC63zS8fuaK89bH0LZDG5bc2zfu6Nl5EGPWLtrGcvdw88HqBZsxqOc42F+/Cz2DLiguKv5j70h1dVWoaahij8VhmPYcidXLtmLCpFFYvmIe1qyyQD+zccjPy8eDx1b19s3jxg/H/oPbcPDAafTpPRLBwaF48Nia1UakpCTx+vU7HDt6geV3zbrFWLx0DtassoCN1R0kJXK/+W3zT9skIOh/7z+8joSEZPQ3H4fBgyYjNzcPDx5boZGoYMKhtKQMbvff4tDMv7Cx30rY7bmOQbOHYfrOuXh46g4sRmxAfGgsNtvuhJySvNC0duzZBR8d3LBvyk7sHrsVGcnp2Gy7Cwpqwuv1X095ecOZ/wLkBzA1NSXLly8ny5cvJ3JyckRJSYlYWFiQ8vJyQgghNjY2xNDQkMjIyBA1NTUydepUwuPxCCGExMTEEAAsM3v2bDJ79uxa9jExMYQQQoKDg8mQIUOItLQ0UVVVJTNmzCCpqam10rN69WqipKREzMzMyNy5c8nw4cNZ6S4uLiYqKirkypUr/ziPhBCSkZFBZs6cSZo0aUIkJSXJkCFDSEREBCGEkPLycqKsrEzu3r3LyOvq6hJ1dXXm+f3790RcXJzk5eURQgjJzMwk8+fPJ8rKykRWVpaYm5uTgIAARn7Xrl1EV1eXXL58mWhqahIOh/Nd9cXkPzXqH5l27dqRZ/dtf8pvWXEBuXLRjqjKtSeqcu2JmnwHkpyUQv7edZSxq24e3XciL5+5sOx8vPyJ1dWbtWQNu/QjhBBi3nu00LBU5dqTMcNmEkIISUnhk42b9hBRsaZEVKwpUVRqTwoKCsi06UsYu5rG09OXnDt3jXkWE29GEhOTydZt+1hyht0GkoSEZNKsuS4hhJBx4+cKDaeFQhfSQqELsbp8kxQWFpEDu08wdtWNw4Nn5PVzV5adr3cAsb12W6h8C4UupGPLHoQQQqaMni/U3c8nkLx87kLKyspIM6UuRL1JR6Ye1OQ71DKP7j8lL5+5sOx8vAKI1dWbtWS76QjqoZ/JmFpuPl4B5Njh88wzl8sjFlv3kybSbUgT6TakpYYuKSgoJPNmr2LsahpvL39yydKGeVaQ0SZJSVyye8dhJoyioiIya/pyRsZIfyAhhJBHD56y/GVlZpOY6DgyatgMQgghrZrpEwUZbaIgo00e3HMkz585M88KMtrE28ufXLtyg3nmcnlkx7YDzHPLpnqkoKCQzJ+9muVPQUabLFu8iWRlZtey79lT0D+1adOdSEi0IMnJPHLihCUhhJCOHU2IikonUlBQQGbMWEYkJFoINZ6efuT8+evMc+PGLUliIpds336gTj+GhoIysbO7x+hFS0Udwk1K+WO6uHbZdlJSUkquXrRjdOJP6GIKl09iouPIxfPWRE2+A9Fu0Y0UFBSSubNXETnp1kKNt5c/uWhpzTzLy7QhSUlcsmvHISIn3Zo01+hKioqKyMzpyxgZQ/0BgvjNxhEul0fOn70mqNd2vUlzja6koKCQWGw/QAghRE/HnKUXJ49fJGmp6cTVxZ3RG0XZtgJd33mY0beioiIye/oKxl93g0GEEEIGmk8gCjLaZOLYeaS0tJS00+rByKxdtYNkZ+UQVYWOREFGm0wYM5dkZWYTdfUuLB1JTuaRzZv/JhISLciCBWtJZmbWb9XFjh1NCJfLI1u37CVSkq2IlGQroq7WhRQUFJJZM1cwdjWNl5c/uXDBinmWltIkSUlcssPiYJ1+pk9bSgoLC4msTOta4Zw6ZElCgsNIWxVDwk3mkcN/nSbayga1jOPDF8T5xTuWnb93ELlx/S7zfP+mA3np5CLUvzAT4BPM9M1NFTv/8XdkpcnMzCIlJSWkiaw2kZXSIs3UBfo6Z9ZKIiulJdR4e/mTixesmWc56dYkKYlLdu44VEt26OAphBBCmmt0JbJSWoTL5ZFtW/cx7s01upLi4mKSm5v329qknHRrYmoymmmTlTLG3YcQQghZ12cpmd5yrFCTycsgGSnpzPOMVuNIOjeN3DpgU6ef6maG5niSn5NHLqw5Va/cv5WihKAGM/8FfnhlytraGqKiovDy8sKpU6dw/PhxXLlyBQBQUlKCv//+G4GBgXj06BFiY2MxZ84cAECLFi1w//59AEB4eDi4XC5OnTqFU6dOoWfPnli4cCG4XC64XC5atGiBrKws9OvXD/r6+vDx8cHz58/B4/EwadKkWukRFxeHu7s7LC0tsWDBAjx//hxcLpeRcXR0RH5+PiZPnvyP8wgAc+bMgY+PDxwcHPDx40cQQjBs2DCUlJSAw+Ggb9++cHV1BQBkZmYiNDQUBQUFCAsTzIa/ffsWRkZGkJKSAgBMnDgRfD4fz549g6+vLwwMDNC/f39kZGQwcX758gX379/HgwcPmH91/i/AEZXAe9eqLYKEELxz/YhuRnpC5Q2N9PDOlb2l0OWNe53y34uamgqcnd2Y55ycr/Dy8odxD0Oh8mJiYjAw6Io3zu9ZaXd2doOxcZUfScnGsLE5i1Wrt4HHS/2ucGTlZJDKT4OBkW4teQAwMNKF21sPlt075w91youJiWLa7AnIzs5ByKdwoe46up0gJycLb09/lJaWghCC928/olt3PaFhGhrp4t3bjyw7V2e3OuWFoaysCEMjXaSnpuPJixv4/MUd6uqqyMjIZGRycnLh6xMIo+76deRNDHr6XeDq4s7YEULw1uUD40dXvwvExcVZMrExCSCEICcnl7Fr174NxCXEEBMdj3Ihs11G3fXx1oWte86v38OoIs+tNFtAXV0VrtVkvn4j/cKIiIhCWloG5syZgrZtW0NDQxVqaqoIDY1EXFwicnK+wts7AD3q1U0dlj4TQuDi4oYePQyE+pGSksScOVNACIGj4yuWP7e3Hn9MFxs1aoRGjURYuvW7dbFlq+ZQU1dBVlYOxk8cgc9RH/Dk+Q2kpaajZ69udeSjUu/YfZdrNb3T09eppXeREdGIj0/C4CHmUFdXxcMHT5GenoGZsyeioKAIfn5BmDhxFMLCBHVdSZ++xhg9Zijkm8ghLDSSFedb12px6lXouis7zoT4JEZPjbrrI+RzBFJT0xkZ5zfvIScvy6xeDBnWH/7+wVi3bimiorwQHOyK8+cPQkNDlaVXMjLSADg4f/4Q7t69go4d29Uqp5/RxVmzJiEmJh6NGjWCuroqXKqVYZX+C/cvJiYGff0uLD+EELg4u6N7HX4AQE5eFjk5uSgrK6s3nA/vvKDfTfg2O/1uXfHhnSfL7r3LR+h1Y28169HbEB4hr/Di433sObwVTRSEr16IiYmis27HWn3zn35HttJsjiZN5PG1Wvnk5HyFj3cAuveov2+uWX6uLu7o/o3+UJPpS6vXey5iYhIgKtpIqJ9/2iYr0xQZGc20STExMTRuLIGZsyYhLCwSqYl8oXE3bdMM8ipNEOETyor7s1sQtA3a15vXSiQkxdFIrBFys75+lzzlv8UP/89UixYtcOLECXA4HLRv3x7BwcE4ceIEFi5ciHnz5jFyrVu3xunTp2FkZITc3FzIyMhAUVGwvKmqqoomTZowsuLi4pCSkoK6ujpjd/bsWejr62P//v2M3bVr19CiRQtERESgXTtBp962bVscPnyYlcb27dvD1tYWmzZtAgBcv34dEydOhIyMzD/OY2RkJBwcHODu7o5evQRbHuzt7dGiRQs8evQIEydOhJmZGS5eFGwve/fuHfT19aGurg5XV1d06NABrq6uMDUVnMVwc3ODl5cX+Hw+s63h6NGjePToEe7du4dFixYBEGzts7GxgYqKSr1pLyoqQlFREctOpKio3i0Tvw2RRuBwOEjlp7OsU1PT0Lad8PNKqmrKQuVV1ZT/cXJqDnZ4/DSoqasKlVVWVoSoqCj4vLQaflLRvn3Vlo5jR/fA46MPnjx5+V3hGHbXxcixg/HCyRnNWmgI9aOiKqQM+OlQUWWXQf9BfXH2yhFISjUGPyUV08ctQmZGFktm6661mLNwKkRFRSEnL4txw2ezwtRuW189sPOeyk+Hqur310NLzRYAgPVbVuCvHYdRTghOnz+A46f2wuOjL6Kj4gAAfH4aVNWE67WSkgJERUWFlEca2rZrDQBQU1VBUVExcrK/svxxOByIi4sBEPQxV66fwDtXjzq3z6iqKYNfI8/V06ZWoYO1y+XH9DM3Nw+DBk3C3btXsHXrKgCAkZEehg2bxnzI8HhpUKujTBidqpEOHi+NdQ4FABYtmon9+7dBRkYaX77EgMPhIDk5hSWTlpqONnW0x1+piwAgLSMlvE/4jbpYWTePHzxF6OcIpKTw0alzexw99ReGDR+ADet21/JTqXc1yziVn4Z2FXqnqqqMoqIiZGd/rSXTqmVzAEBsbAKGD52OGzctsWnzCnA4HOTl5aNn96EoKytDI44IFBSb4JzlIWzdvBe2N87ja7UJgMq8tmvbpiIvtXUdYOup8PISPKupKSMYgo9Z457dkF9QiMmTF0JJSREXLx5mwgKAiIhoLF68EVOnjoWoqChERETg6voABgYDkJQk0KGf1cXw8C8YPnw6U4d8Prtv5vNT6+4TlBWE9s18firatW8j3I+SArZsWYnr129+M5x0fjraaGsKDUdZVQlp/AyWXVpqButMzrs3H/DC0RmJ8cloqdkc67cvx5VbpzFp6FzWJM7GHSsxc8FkiIo2gpy8LMYOm8W4/el3ZJuK88M3bz5k2fP5aVBV/VbfXLvPrFn3Nams25p68zXnKzgc4XP8/7RNVvanubl5rDYJAFFRsRg3eg70yth53flgPzQ7t4Z4Y8FWx+dXHVnu2WlZ0GjTrN68VjJl6yxk8jLx2T3ou+T/dfxHLoJoKH54ZcrY2BgcDod57tmzJyIjI1FWVgZfX1+MHDkSLVu2hKysLDNgiI+P/+GEBQYGwsXFBTIyMozp0EFwQDAqKoqRMzSsPXu7YMECXL9+HQDA4/Hw7Nkz1kDvn+QxNDQUoqKi6NGjB+OupKSE9u3bIzRUMGthamqKkJAQpKam4u3btzAzM4OZmRlcXV1RUlKCDx8+wMzMjMlnbm4ulJSUWHmNiYlh5bNVq1bfHEgBwIEDByAvL88yh05Zfnfe/xcYP3EEopN8EZ3kixv3Lv22eEaMGAgzs95Yt37Xd8m366iNK3ancfKwJRLjk/5x/B/cvDHEdALGDpkJV2d3nL92tNbZF8sz1zF9/GIAQHlZOc5YHvzH8X4v/QaYABDMbu87tB0JcYI8x8bEYcbMiX8sHQCwc88GRIRHITws8tvCv5EJk0YhLS0U3t4v0LJlc6xatR2A4MP14UMrNG78ayc9bt16hB49hmLAgAmIiUkAIJjh/dV8jy7+SRxf3EBUog+iEn2Y/N6/4whXZ3eEhUTiwV1H+PkGoVkzDWhptfzH8U2cNApJKUFISgmCnn4XiDQSvFolGovj7LkD8PDwxQDz8Xj3zgM52V9x5/5Vpq5PntmHe3efwNc78B+n43sRERGBiAgHpqY98fz5Ldjbn4elpa0gzRVnZDw9/WBvfx9ZWTlITU3H5MmLkJaWgQULpv9UnLduPcJffx1HQUEB2rTRRHCwK7M743ciKyuD+w+uIyzsC/btPfnb43N69BLOL94hIvQLXj9zxaLpa6Br0AU9erO/Va6cs8XcicsBVPTNF/9c31z9HRmd7Ic9+zYDAM6cuvINnz/HpMmjcf+h4JssLPIjxMR+eB7/l9G4sQSrTQ4aMAmhIRG4c/8qxGqcDzu7/BgsRmzA9e2CyfGeo/sIC/KbjFw6FsYje+PkokMoKSr5x3mg/Pv4ZRdQFBYWYvDgwZCTk4O9vT28vb3x8KFgluNnLkzIzc3FyJEjERAQwDKRkZHo27fq5hppaelafmfNmoXo6Gh8/PgRdnZ20NLSQp8+P9cIfgYdHR0oKiri7du3rMHU27dv4e3tjZKSEmZVKzc3FxoaGrXyGR4ejo0bN9abT2Fs3boV2dnZLLN59ZLfks9vUl4GQkitm3RUVJRrzQZWwuel/ZC8MJ4/c0G/PmPRr89YrFtpwdjXnOlXU1UGL0X4sn5aWgZKS0trzfapqaogpWKFy9zMBG3atEJaaigK8uNQkC9Yablz+zJev7rLCsfAsCtuPryCG9b3cObYJSirKCGVx55drCSVL6QMVJVqzQAW5BcgLiYB/j5B2LRqF8pKyzBlxliWTGZGFgL9glFaWoorl+wwYLApDCu2g6ioKtWa5atEUA/svNcnLwzHxy8AAPv3HEf/PuOQkS7Y3peYmILm1VblVFWVwReyRRIA0tMzUVpaKqQ8qnSCx0+FhIQ462a+9PRMEEJQXCx4cfU1NcbosUOxYvUC6Bvq4JGjDQDgS6wXtmxbxeS55mpH9bTxKuKrXS7fr5/Pn77BoUNnkJmZBT29fvjwwQcAsHfvCWhqtsDIkYMACFYQhG0bBarpZo10CPOTk/MVUVGxcHPzwuTJi0AIwYgRA1kyf0oXASAvN194n/CLdXHRvHXo32ccS+9qxtmoYsDTunXt2yQr9a5mGauoVpUxn58GCQkJyMvL4tnTN+jTayT69BoJHi8ViYnJAIBp08ejZavmWLZkE/z8giEq2giOjq/QqlVzDK+oh759jbFi1XwEhb4FIQRrNyyBfBM58DNDMX3mBKioKoFXsXLD59XWdYCtp8LLS/BcqcMpPD6SElNgZDQY3bsPQffuggt2ANS6abBSr0pLSxEQ8Jl1w9uP6uK1azdgaDgIhoaDUFRUDF3djhXpZ/fNqqoqdfcJaZlC+2ZVVZVaccrISOPRY2vkfs3FlMmLUVpa+s1wlIToN5NffjqUVdmTBMoqirVWiqqTEJeEjLRMtNJqwbLPzMhCkP9nQd980RYDB5sxW/X+1DtyxOBpiIqMQU6OYCVHUakJS05VVbnWqmElVX1z7T6zZj08dXqNFcu2AACGDJyE9Io2WVNvZOVk67wK+0fbZF0yEyeNYrVJH+8AzJ+7Fq1aNYfhICOWvwxuOpIjE+F6+w3Ky8phPmUgOCJVn83yyk2QnZolNL2VDFs0GiOWjsOhGX8hISyuXtl/NeVlDWf+A/zwYMrTk71f2MPDA23btkVYWBjS09Nx8OBB9OnTBx06dACfz/5QFRcXjPort7JUt69pZ2BggM+fP0NTUxPa2tos862BhZKSEsaMGYPr16/DysoKc+fO/SV5bNSoETp27IjS0lKWTHp6OsLDw9GpUycAAIfDQZ8+ffD48WN8/vwZJiYm6Nq1K4qKinDx4kV069aNyYOBgQFSUlIgKipaK5/Kyj++bC8hIQE5OTmWaZAtfhWQ0iL0Me3JPHM4HPQxNYaPd4BQeV/vAJY8AJia96pTXhh5uXmIjY5HbHQ8UrgCHeTxUmFubsLIyMrKoHt3fXh4Cr+6uqSkBH5+QehXzQ+Hw4G5uQk8PAR+Dh85CwPDAehmNIgxALBhw24sWLiOCSc0NBIH9m/H/VuPcWTfGXA4HPQ2NYZfHTPRft6B6N23B8vOxKxnnfKViIiIQFzIzUslJaUIDgxBj4qzXhISYuBwODDpawwfrwChYfl6B6KPqTHLrq9ZrzrlhREW+gXcZB7kmsghNiYe4WFfkJLCR8dObZEQL/jYlJWVgWE3XXh7Cb8Ot6SkBAH+n2BqVnWLGIfDQV+zXoyfQP9PKC4uZsm00mwODocDWVlBO5s1fQX69hqJtNQMXDxvjdUrBCtCwwdPxZVLdgAAby9/9DVj655Zv97wrshzXGwCUlL4MK0m86301yQ3Nw+5ufkoKSlDVFQsQkMjwOXyYWraE4QQiIiIQFZWBkZGevCsVzeDYW5edSUzh8OBmVlveHr61Rl3aWkpyssJunbtyPL3J3WxrKwMZWXlLN36HbqYnJSC2Jh4Ru94KamsMGRkpZmrtFOETKjUpXemZj2Zug7wD2b0Ljc3D9HRcRBpJIKmTdXh+OQVUlL46KLTEeXl5SCEQFZWBt266cHbyx+EEGb3w+ABk2DaaxRMe41CyOcI+PkG4WtOLkx7jYKT4yuYmlbpekBAha6bVqVLu60WWrRsxuipt5c/OnVux9rOat6vN3KyvyI87AsAwMvDD2rqgsFHdHScIO0iHBBCWLdXVtdFERERdOnSHlxuVXn9qC5WllNMjGC3SlpaBlJS+DCrVs5VcQrX5ZKSEvj7f2L54XA4MDPvBa9qfmRlZeDwxBbFxSWYOHFBre3vdYXTq48R/H2Chcbt7xOEnn26s+x6m/ZAgE/dW7fUNVTRRFFe6GCnpKQUnwPD0KOnoG8WlxD/Y+/ItNR0HDmxB1+/5mHCqLkVfRu7HroZ6cHLs/6+uWb5mZr1gleN/jA3Nw9cLg+AYOtrWGik0Pi0tFqgtFT4x/OPtslKtNtqoWXLZkyaJKUkmTZZSeVz9YFSdcpKSpGayEcj0UYQEeEwcXfu3RVf/GqfDa1k+OIxGLNyAg7P/hsxwVF1ylH++/zwYCo+Ph7r1q1DeHg4bt68iTNnzmD16tVo2bIlxMXFcebMGURHR8PBwQF//83+D49WrVqBw+HA0dERqampyM0V7A3X1NSEp6cnYmNjkZaWhvLycixfvhwZGRmYOnUqvL29ERUVhRcvXmDu3Lm1Bl7CWLBgAaytrREaGorZs2d/U/578ggIzmiNHj0aCxcuhJubGwIDAzFjxgw0a9YMo0ePZsIwMzPDzZs3oaenBxkZGYiIiKBv376wt7dntj8CwIABA9CzZ0+MGTMGL1++RGxsLD58+IDt27fDx8fnh9L9K8nPL0BYRBTCIgQdQFIyD2ERUeDWsZJTF+UF2Zg+eyImTR2Dtu1a4/CJ3ZCSlsQtuwcAgDOWB7F91zpG/tIFW5gPMMGSFXOh3VYLG7asgK5+Z1y7ZM/INFGQR2edDsz+eO22Wuis04E1Q6aiqozOOh2g1VqwhefRo2fYYbEWU6aMRZcuHXD9+ikkJ/PwuGL1BABePL+NZUvnMM8nT13G/PnTMHPmRHTooI1zZw9CWloS1ta3AQgGaJ8/h7MMAMQnJCE2VrClqnPn9mjZshkkJMTBTebByFgfx8/vhbS0FO7ceAQAOHF+HzbvqLq2+NpFO5j2742Fy2ehTVstrN28FF31OsPqimC/v6SUJDZZrIJ+t65o1lwDOrqdcOTMX1DTUIXTY8HZLT1DHcxeMBWdurRHs+YaeOf8AZOmjkYqPw1Zmdk4dHyXoB7sHzL1sG3nWiYNly1tYN7fBEtWzKmoh+XQ1e+M65errvtu0qSyHgTXZGtr166H82euYcGiGRgxahA0tVoiPOwLNDTUEB+fhE6d2+HCpSNI4fLg9KTqUoRHjjZYuHhmVRhnr2HWnMmYMm0s2rVvg+On/oK0lCTs7e4BEBxctrO5i30HtsGkrzF09Trj3IVD+BIZgyHD+mPKtLEQFxfDwsUzIS4uhpPHLyKuon5Gjx2KtDTBGYiLF6zRf0AfLF85D23btcbmrSuhp98FVy7aMmmxPG+N9RuXYciwfujYqR3OXzqMFC4fTtUudWjWXANddDqiefOmEGkkgi46HdFFpyOkpQVbmt68eQ8FBTmcOrUX7dtr486dx9izR7AKnZLCx9WrJ8Dl8uHgUHUO79mzm1iypKofO336CubNm4oZMyagfXttnDmzH9LSUrCxuQMA0NJqiY0bl0NfXwctWjSFsbEhbty4gPz8fPTq1R0TpoyCdjst7D+2A1JSkr9VFwGgaTN1RhdLS0owc/YkrN24FDq6nf6ILt699Rhbtq/GoqWzYNa/N24/uAoOhwN3dy+m3To42rL07tzZa5g9ZzKmThuHdu3b4MSpvyEtJQW7anpna3MX+w5sR5++xtDT64LzFw7D08MPPt4BuHDuOkxNe0JRUQHXrE7B7uYFpKdnYNBgM5SWluH9Ow88fGKNvqY9ERoaidDQSBw/ch56+l3QqFEjlJWXY+fuDZCSksQNW8HlTV9zcmFncw97D2yFSZ8e0NXrjLMXDsLL04/5mHZ+44bwsC+wvHwUnbt0QL/+Jti2Yy2uXLZjdoncu/MEmRlZuHTpGDp0aAsTk+44cGA7fHwCsX79MgwfPhAnT/4NBwcbpKZmIC4uEVZWp9CyZXMYGxv+El0sKCjE8+cuOHf2GjZtXolhwwegc+f2uHzlOLhcHuscqpOTPRYvqTpTdOb0FcydOxXTp49H+/ZtcOr0PkhJScHWVrAjoHIgJS0liWVLN0FOThZqaipQU1OBSLUP5tu3H2HevGno3tMAMrIyOH31IGRkpeFw9ykA4PDZPVhvsYKRt750E3369cK8pTPQWlsTKzcuQhe9TrC9KsirlLQkNu9aDT3DLmjWQgM9+xjhgu1xxMUkwM1FcImKrkEXzJg/CR27tEPT5up47/IRk6aOqeibs/7IO1JGVhp3Hl6FlJQk1q7cDhlZGdhY38HmLSsxfMRAdOrcHhcvHwWXy4NjtXpwcLLDompt5OyZq5g9dwqmTa9qI1JSUrCzvcfIqKopQ6drR2YFuFPnDtDp2hHXr93Exk0rMHRYf5j3M8GNW5bIzc1HeXk5dHQ6QkenIxyf2f/SNgkALs5uaNJEHsdO7EG79m3QoWNbnLc8hNLSMoR+/AQA6DWmL3oM74Wm2s2g0kINPYb3grS8YGKu1+g+aKrdDHP3LYaElATe3nUGACw+vgqTNlVtgR2xZCwmrJ+Ky5vOIS2RD3mVJpBXaQIJqcag/A/yI1f/mZqakmXLlpElS5YQOTk5oqCgQLZt28ZcG37jxg2iqalJJCQkSM+ePYmDgwMBQPz9/Zkw/vrrL6Kurk44HA6ZPXs2IYSQ8PBwYmxsTCQlJVlXo0dERJCxY8cyV5B36NCBrFmzhonP1NSUrF69Wmhay8vLSatWrciwYcN+JIvfzCMhVVejy8vLE0lJSTJ48GDmavRK/P39CQCyefNmxu7EiRMEAHn+/DlLNicnh6xcuZI0bdqUiImJkRYtWpDp06eT+Ph4QkjV1eg/y89cae724iFp165dLbNx9bIfDmvL+r9IfFwiKSwsIr7eAWSI+UTmOla3d57kpt0D1hWt82etIpER0aSwsIiEfg4nU8cvZLmvXLJFaD4P7z/DyBzef0aoTFZWNikoKCCvX78jHTuZsK4wj4mJJ3v+OsqyW7VqG4mNTSCFhYXE09OX9Oo1vM6r1EXFmhJC2Fej7/nrqNB0pHB5zHXRH957kTv2j1hXSC+Zs458qSiDsJAIMmviUsZNW92APHV4RbhJKaSwsIikJPPICydnMrzfZEZmQK+xxO2tB8lIzyQFBYUkLjaBeLj7kKQkblU99JvEXB3t/t6T3LJ/wLpOesGs1dXqIYJMm7CI5b5qqfB6OHLgDEvu711HSWJCMsnLzSOeH32Jve1dkpLCJwUFhcTF2Y0Y6vZnXYUeF5tADuw7xbLbuG43o0PeXv6kv+k4lruaYkdy+aItyUjPJLm5ecTh8XPSTquHUH8KMtpkxJBphBBC7t5+zLqees6MFSQiIooUFhaRkM/hZOK4+bWuNj984Awr/d30BrDc7e3uCy2XEUOmEQUZbSIh0YIMGzaNuLt7kczMLJKenkliYuJJWloGKSgoIG/evCedO/dlXSUdGxtP/v77OMtu9WoLEhdXqZt+xMRkJOOmqdmNPHv2hqSk8ElRURFJSEgiN28+IF26mJLVqy1IQnwSKSwsIn4+gWTkgKm/VRdbKHQhd+wfCe+biov/iC7qdzIjCfGJpKysjJSXl5O8vHxide0WaabelbkeOTY2gezfd5J1FfP6dbtIXFwiKSwsJN5e/sTcdCzLXUWxA7l00Yald9pa3Rn3gwdOk4yMTFJWVkaKi0tIVmY2cXVxZ65pjotNIAf3nWLpz+2bD0lZWRkpLCwiPl4BZIDZeJa7ulKnGrr+grRvbcyS0enYl7x87kLy8vJJamo6OXPqMlGWb8+S6W4wiLx+/Y7k5eWThIQkcuLERSIvr0327TtBuFweKSkpIQUFBaSoqIhwuTzy9Olr0r37kF+qixISLYiUZCuyf/9Jpk05v3lPuuqYsa41j41NIHv3nmDZrV27g4nTy8uf9O07mnEbPGiyUH0ghJAO7Xszcm/ffhQqY6o/nGgrGxAPN29y/6YD6yrzFfM2kajIGFJUWETCQyLJ/CkrGbfOzXuSd84fSBo/nRQVFZOEuCRy0/o+6dFxACMzrM8k8uGdF8lIzySFBYUkPjaRfHT3JkmJ3D/2jqz8yxBhpPLTBPXg7Eb0u/ZjXW8eG5tA9u89ybJbv3Ynu430HcNy37/3pNB4Fi/aQA7uP0VSUviktLRUqExKCv+Xt0k56dZk9IiZ5IO7N8nMzCYZ6ZlMm6y8nvz0sqMkOugLyf+aTwpy80lCeBy5ddCW2O65SlIT+KS4sJhE+oWTnaM2MX5CPgSTt3feMM/8eJ7QPN0/fuu/eTV6jHeDmf8CHEKE/NPo/wC5ublo1qwZrl+/jnHjxn23PzMzM+jp6eHkyZO/L3F/mJK06AaNv3mbYQ0aPwBkFDT8daQaMg37Z33F5aXfFvrNFJU2/OHb6pfLNAT5JUXfFvrNqEoJv6r5T/Fv0MWC0ob/k/dGddxc9qf4N+hiozq2Vv1JmkrX/iP2P0lOcV6Dxg80fHto6H4ZAEYqCf/Lhz+JXdyDhk6CUIpjG26nlLim8L+w+DfRcFeq/CbKy8uRlpaGY8eOoUmTJhg1alRDJ4lCoVAoFAqFQvlvIuS/GSlV/M8NpuLj46GlpYXmzZvDysoKoqKiLLfKSyKEERIS8ieSSKFQKBQKhUKhUP4H+J8bTGlqaqKunYtNmzZFQEBAnX6bNm0KV1fX35MwCoVCoVAoFArlP0ZdV9ZTBPzPDabqo/L6cQqFQqFQKBQKhUL5pzT8yU8KhUKhUCgUCoVC+Q/y/2plikKhUCgUCoVCofwA9AKKeqErUxQKhUKhUCgUCoXyE9CVKQqFQqFQKBQKhSIcegFFvdCVKQqFQqFQKBQKhUL5CehgikKhUCgUCoVCoVB+ArrNj0KhUCgUCoVCoQinvKyhU/Cvhg6m/h/QvM2wBo0/Meppg8YPANrtxzR0EpBXUtig8TfiNPxCdBMJ6YZOAjKKchs0fjXpJg0aPwBkFjZsGXA4nAaNHwDyixu2PQKAagPrQl1/cP8n+TfoQk5xXoPGn12U36DxA4CshGSDxp9fUtSg8QPAm+ywhk4C5T8KHUxRKBQKhUKhUCgU4dALKOql4aeqKRQKhUKhUCgUCuU/CF2ZolAoFAqFQqFQKMKhf9pbL3RlikKhUCgUCoVCoVB+AjqYolAoFAqFQqFQKJSfgG7zo1AoFAqFQqFQKMKhF1DUC12ZolAoFAqFQqFQKJSfgK5MUSgUCoVCoVAoFOHQCyjqha5M/SLMzMywZs2aOt01NTVx8uTJP5YeCoVCoVAoFAqF8nuhg6n/B3gHvUEcLxDP3tyGvoFOvbIjxwyGm/dTxPEC4frBAf0H9mW5Dxs5ELcfXkVojAd42WHorNOhVhgz50zCA0cbfEnwAS87DOD8nJr5BARj+aZdMB81HV16D8Wbdx9+KhyRxnJw83+G8CRvPHppD12DLvXKDxs1EG88HiM8yRsv3t+H+QATlvuaTUvxxuMxQuM9ERTlBvsHl6BnyC7XgMh3iEsPYplVaxfVGeeoMUPw0ec5EvnBePfxCQYMMq0ls2X7KnyOcEMCLwj3H1uhdZtWLHe7WxcQ8NkVifxgfI5ww/lLR6Cursq4z10wDd5Bb5CU9glxvEAkpAYjIPQt1mxYLDRNv0IXjpzcA8+Al4hNCUBUki9CEjwQnuyNhy/tvqseXns8QliSF569vwezGvVQnb1HLRCTHoi5i6ez7JevWwD3oBeITgtAdFoAbB9cROs2mvXGCwALFs1A0Oe34KWF4I3LfRgYdmW5S0iI4+jx3YiJ80FSShBs7c9BRVWJJWNgoAMHR1vEJfojLsEPDx5dR5cuHTBr/mSWPu7evxkung6ISPaB56dXWLFuYa1y+Kf6CAD9BvbBo5f2CE/0QlyiP27csmS5b7dYg4goD/DSQvDY0RZtvqOcFi6aieCQd+Cnh8LZ9QEMa5TTnLlT4PTsBhK5gcjJi0ZktKcg/Cc2f6weAGDa9PFw93ACLy0EX2K8cPT4bgDArl0bEB/nh7zcGGSkhyMnOwpfIj2xbt2SOtO0dMlsREZ44GtOFNzdnsCom16dsk8cbFFSnIRRowYzdl27doKt7TnweZ+RkP4JCenB8Ax8Bb1v9M0jRg/CW88niOL64bX7Q/Qb2IdxExUVxbbd6/Da/SEiE73hG+KCUxf2Q01dpVY4/Qf1xZNXN/El2RcxCb7w8nuJ0C8fkJz6CQ+fWNfqV4SxYNEMBH52BTftM1653BNaL0eO70ZiShDScyKQlh0OV7dHjJyCYhPcfXgNIZHu4KZ9RnDoOxw6uhOTp46Bh+9zJKd+gpuHo9B+cOv21QiJdEcSPxgPHGr3g00U5HHxyjHEJfkjJsEXp8/th7S0VK1wVqyaDy//l+BlhCIp/TOS0j8x70hVNRVcuHIUH3yfg5sZgr8PbGX8/Yp+sTo37l1CYWE8Ro4cxLLfuXMdYmJ8kJkZgadPb3xXe1y8eBbCw92RlRWBd+8eo1s3XZb72bMHEBLyHpmZEUhI8Mfdu1fQrl0boWHNWzANvkFvkMALwvM3d7757TBqzBB88H6GBF4Q3n5wwIAa5TJ85EDceXgV4TEeSM0ORxch5WKxYy2ior2Qlh4GR0e778rzosUzERLqhvSMcLi+fQTDanlWUJDH0WO74R/wBmnpYQgLd8eRo7sgJyfLyOjodISV1WmER3xAHD8Q8amBiE8NgtPrW9/RJgfjvZcjYlL84ez+CP2q5VlUVBTbd6+Ds/sjRCX5wD/UFactD9Rqk6vXL4bDC3tEJ/siLM7jm/ml/Duhg6n/Bxw7dA4D+47D50/huPXwCpSVFYXKdeuuD8urx3DD9h4G9BmLZ06vYXXjLDp0bMvISElJwvOjL/buOlpnfJKSjeHy5j1OHb/4j9JdUFCI9tqtsX39sp8OgyMuDRFpJZw6YokR/SYj9FM4bO9aQqmOMjA00sWZy4dwx+4hhptPwsunzrhkewrtOmgzMjFRcdi5eT8G9RmH8cNmIzE+Gbb3LKGopAAAGDFmMJooyOO54xtMHDEHD+44Iif7Kx7edxIap1F3fVy6dhz2NndhbjIGT51ew+bGOVa5r1yzEAsXz8KGNbswuN9E5Ofn486Da5CQEGdk3N57Yv6c1TA2HIw5M1ZCU6sFrtmeBgCMGTcMe/ZvQUx0HJKSuPjo7oXCwkKsWroFfr7BtdL0q3QhKOAzVi/bhr92HIG4uDiiv8QhMzMbYZ8jYH33Qp31YGCki1OXD1bUw2S8euqCi7YnWfVQyaDh/aDfTQcpXH4tN+PeRlBUbIJXz1yRl5uHgvwCPHx0nVVuNRk3fjj2H9iGQwdOo6/JKHz6FIaHj6ygrFL1kX7gkAWGDO2P2bNWYviQaVBXV4Wd/QXGXVpaCvcfXkdCQjL6m4/D4EGTkZubB6fnN2Hx90ZGH6WkGmPWgik4fewS+huPxvzpqxDgV1Ufv0IfAWDoyAE4cWE/7t54hCGmEzFowETcvePAuK9ZtxiLl87BmlUW6Gc2Dvl5+Xjw2Orb5XRwGw4eOI0+vUciODgUDx5bs8pJSkoSr1+/g6eHLwBg25a96Gc2Dnl5+X+kHgBg+Yp52LFrHU4cs4Sx0RCMHjETb16/x4YNy7Bi+TxcuWoPDoeDmJh4pKWlY936XVi9aiGWLZ1TK00TJ47CkSO7sHfvcXTvMQRBQSFwcrKHikrtAdzqVQtBCKllb6CvgybycpCWlsb+Pcdx4K8TUG+qintPrtfZHrp118O5K0dw0+4BBptOwAsnZ1y1O4P2HQV6ICnVGDpdO+LUEUsMMZuIhbNWo7W2Fq7fOMsKZ9jIgThleRB3bjzEoD7jYG93D82aqWPd6p0YaDYe+XkFuP+Nehk7fhj2HtiGQwfOwMxkND59CsP9R9ehrFKV9v2HtmPsuGEQlxDD4YNn8flzBDQ01Bi58vJyPHN6jWmTFsNIfyCWL9mMwUPNcc7yEOxt7sHMZDSeOr6G3c3z6Fitz1m1dhEWLZmF9Wt2YqD5BOTnF+DeQ3Z6L105hg4d22Lc6DmYMmkRevYywonTe1l5OHB4B2bMnoinjq9BSDlOHr2AjWt2M+9IdQ1VpKdl4MSRC/j8KaxaPfyafrGSxctmC9WR9euXYtmyuVi5civ69BmFvLx8ODraQUJCos6wJkwYicOHd2DfvpMwNh6O4OBQPHlix9JNf/9gLFq0Hnp6/TBy5ExwOBw4OdlBRIT9KThm3FD8tX8rjh46h/59x+LzpzDceXi1zm8Ho+76uHj1GOxt76FfnzF45vQG1jXeYVJSUvD86Ie/6yiXdeuWYOnSuVi1ajvMTMcgL78Ajx1s6s3z+PEjcPCgBQ7sP4XevYYjODgEjx/bMHnW0FCDhoYatm3bD6Nug7B40QYMHGiK8xcOMWHo63dBamo6bKzvACC4bf8IZaWlKC0txc0Hl+ptkxeuHsEN2wcY1Hc8nj99g+v2NdqkbiecOGKJQaYTMH/mKrTR1oL1zXOscMTExeD4+AWsr92uM5//BggpazDzn4BQfgmmpqZk+fLlZPny5UROTo4oKSkRCwsLUl5eTgghpFWrVuTEiROEEEJiYmIIAOLv78/4z8zMJACIi4sLYxccHEyGDBlCpKWliaqqKpkxYwZJTU394bSpyrUnqnLtiZp8B5KclEL+3nWUsatuHt13Ii+fubDsfLz8idXVm7VkDbv0I4QQYt57tNCwVOXakzHDZhJCCClOiyHFqVH/yLRr1448u2/7w/7KigtIaX4WaamoQ1oq6pBWSl0JNzmFHNhzgrGrbhwePCOvn7uy7Hy9A4nttdtC5Vsq6pBOrYwJIYRMHbOAtFTUIX4+QSQn5yvZvfUQK849O48QJdm2tczDe07kxTNnlp23lz+5fuUG85zC5ZGd2w4wz5rN9ElBQSFZMGeN0DCVZNuS6ZMWk7KyMqKm0JH4eAeQe7cdSHFxMelpMOSP64KvdwC5ctGODDEZL2gvhsMJN5lHDu45STQVu9YyTx48J6+fv2XZ+XkHErtrd1h2PToPIMlJKWRgz7EkIS6R7Nl6iOXO4/LJvh1HyfrlFiQ7K5votOpFCgoKydzZq4icdGuhxtvLn1y0tGae5WXakKQkLtm14xCRk25Nmmt0JUVFRWTm9GWMjKH+AEIIIf3MxhE56dbE1GQ0IYSQju16MzLG3YcQQgi5f9uBtFTUIf2MR5Hi4mLC56X9Vn3UUtEjyUkpZOPKnYyMrJQWy3C5PLJt6z7muZl6V1JQUEjmzFpZS7bSeHv5k4sXrJlnOenWJCmJS3buOFRLNj09gxBCSHONrkRWSos01+j6R+qhZTM9kpeXT0YOn1Er/OTkFLJx0x5y4+YDcvfeE6Ko1J4UFBSQadOXkNWrt5P4+CQiKtaUZTw9fcm5c9eYZzHxZiQxMZls3baPJWfYbSBJSEgmzZrrEkIIGTd+rtBwmjbpRJo26USuX75BCguLyL7dxxm76ubx/afk1XMXlp2vVwCxuXZLqHzTJp3IUPNJhBBCunXpT5o26URaKOmQ5EQuWbfCgpHhcnnEYut+0kS6DWki3Ya01NAlBQWFZN7sVYxdTePt5U8uWdowzwoy2iQpiUt27zjMhFFUVES+RMYwckb6AwkhhKTy0xi56v4VZLRJgP8nUpBfwDwryGgTby9/cu3KDeaZy+WRHdsOMM8tm+qRgoJCMn/2aqIgo016GA4W9EV9xjAyE8bMJWVlZaSjdi9Gpri4mBjpDyQ+XgHkkqVNve9It3ee5OI5q1/eL5r3Hk2SErmks3ZvQgghEybMJxISLYiERAuSnMwjmzf/zTyrqHQiBQUFZMaMZYxdTePp6UfOn7/OPDdu3JIkJnLJ9u0H6vRjaCiol44dTYiyXDvG+HgHkCsXbZlnFfn2JDkphfy16whLrtI8vC94h1W38/byJ9ev3qwlq9/FnBBCiFnvUSx7LpdHtm7ZS6QkWxEpyVZEXa0LKSgoJLNmrmDsahovL39y4YIV8ywtpUmSkrhkh8XBOv1Mn7aUFBYWElmZ1rXCunrRjqjLdyTXLtmT928/kuSkFLJ31zGiLt+xlnl0/yl5+cyFZefjFUCsr94SKq8u35EMNptICCHEsHO/Wm6rlm4lWVnZP/x996coCHBqMPNfgK5M/UKsra0hKioKLy8vnDp1CsePH8eVK1d+KqysrCz069cP+vr68PHxwfPnz8Hj8TBp0qSfTh8hBO9cP6KbkZ5Qd0MjPbxzZW+lc3njXqf8fwGOqARISQHzTAiB21tPGBjpCpU3MNKF21tPlt075w91youJiWLarAnIzs5ByKdwiImJQke3I4oKi7B09TwERL6Dk/Mt8Hlp6N5DX2gY3brr4W2tcndDt+4C+VaaLaCmroq3rh8Z9685ufDzCUS37npCw2yiII8Jk0bBy9MfHA4HunqdUVpairjYRAwcYgavwFeQlZPF7PlT0ERBvpb/X6kLYmJi6KrXGZ4ffTBh2mjExyYiOZEL97ceMDDqKtSPvlFXuL9lb3kQ1EOVPIfDwfEL+3DpjBUiw6NqhdGiVTOoqquw6vPr11z4+ATAqLvwuhATE4Oefhe4ulTlnRACV5cPjB89fR2Ii4vD1cWdkYmMiEZ8fBK6V8hERkYjPT0DM2dPhJiYGBo3lsDsOVNACMELJ2cAQP/BZoiPSwI3KQWrNyyGm/8zHDq5G/JN5Jhw/6k+AkAX3Y7QaKqGclKOpy634f35De4/vIaOndoBADQ1W0BdXZWVn5ycr/DxDqhTZyvLyaWaH0E5uTNlUImmZgsoKiqw7HJy/kw9mPczgYiICDQ01ODl+wIh4W6wsjmNHj0MoaGhBmdnN0hIiKOosAg5OV/h5eUP4x6GKCgoRIsWTdGqVXNWmgwMuuKN83tWmpyd3WBsbMjYSUo2ho3NWaxavQ08XqrQvNUMR1ZOBqm8NBjWUa+G3fXw3pXdHlyd3WFYT3uUk5NBeXk5crJzAAA6up2g0Uwd5eXlePH2HgIj3kFdXRXxcYmMn5ycXPj6BH5HvbDr/W21etHV7wJxcXG00mzOyEVGRCMhPgnx8UlCw1ZXV0X7DtoIDY1k2Tu/fg+jij6uFaOnVTrxtUZ6jbrrIyszGwH+n6rKyeUDysvLmbIdPLQfYmMTMGx4fxh064oxY4fi+Jm/0URB/o+9IyUlG+PClaPYuuEvpPLTWG5aWi2hoaEKZ2c3xi4n5yu8vQPQo4dhzaAAVOqUDssPIQQuLm7o0cNAqB8pKUnMmjUJMTHxSEhIZoWlq9eZ9U4SlMsHdDOq4x1mpId31d5PQMU77DvLpZVmc6irq7L6k6o8C0+/mJgY9IX0QS7O7uhehx8AkJOXRU5OLsrKqlY8KsN6X/HOkZOTRVZmNt6//QjDOt6x3Yz08P4tO8+uzu4w7C68DVeGW15ejuyKNvmfgpQ3nPkPQAdTv5AWLVrgxIkTaN++PaZPn46VK1fixIkTPxXW2bNnoa+vj/3796NDhw7Q19fHtWvX4OLigoiIiJ9OY2pqGlTVlIW6qaopI5Wf/t3y/3pEGoHD4QDl7GXiNH46VFSF50lFVRlpqewySEutLd9vUF+ExHkgItkH85fOwIzxi5GZkQUFJQWIiorC4cFzrFy4CVNGz4e99T2076ANfQPhAwdBubNfqHx+VbmrVsQtTEZNlb3/eueeDYjjBuBLnDeatdDAzKlLoVSRJllZGTRv0RSjxgzGisWb8eq5C5SUFHHV5lQdafo1urBk5RyIiori0vUTMBtggpnjF6OkpPQf18OS1XNRVloGq0s36gyj0h8rH/w0qKnVPksCgCkrfo2yru5HVVUZRUVFyM7+WqdMbm4ehg+djsmTx4CX9hnJvGAMHGQKDocDforgA7tlq2Zo1lwDahoqSExIxoYVO6Cj2xGWVsd/qByAuvVREI9gQLBm01KcOX4Zc6etQFZWDp4+uwEFBXmoVqS5Zp75/DSoqtZfTkJ1skbZqtZR1n+iHjQ1W0BEhIP1G5di66a9mDVjBRQUmuDKdUEZ83ipePXyLcaMGQpzcxPw+WnQ1tbCmrWCc4Qa6mpMuMrKioI08dhp4vFToV4tH8eO7oHHRx88efJSaN5qhtOtux5GjR0Cf9+gettDqlA9qL29EBCcWdq2ex0e3X+K3K95AICWmgI9WL9lOU4dvYh9uwVlcOLMXtaEiqDv+Va9125TlX2DmqoKioqKa8nx+WkoLy9n9SFXrp9AIi8IIZHuEBcXwyVLG1a41dOipia8H6wet6qaMlLT2GkrKytDZmY2o8uami3QokUzjB0/HBwOB4cOnEFXvc5MP/gn3pF/HdgKHy9/PH/qXMtNrY72yOPV3V4YnfoOP4sWzURaWigyMsIxeLAZhg+fjpKSEsZdsY465qem11sutdpqPfK1/KtW5pk9+cDnp9ati8oKQtsjn59ab7+yZctKXL9+U2hYqfw0QXscNwR2VneRyk9n3r81URGmC/y0OuUlJMRhsWcdHt2rapOU/x3oYOoXYmxsLPh4r6Bnz56IjIxkzYB8L4GBgXBxcYGMjAxjOnQQHNiMiqo9C19JUVERcnJy8PWr4AMjLy8P5D8ysv8v8dHNG0PNJmLc0Fl4+8Yd568eZe2tfvLgGTzcfRAWEgl7q7v46OYNFVUliIuL/dZ0nT11Ff36jMH40XNQVlaO8xcPM24cERE0biyBFYu3wPOjL5KSuIiLTYBJX2O00db6bWl6+uQVAGDT2t2I+RKHs1ePQLyeMxnfQxfdjpi7aDo2rNjB2ElKSWLLrjX4FPcRn+I+Qkys4f75oXFjCZw9dwAeHr4YYD4egwZMwpfIaACAWEXeRSrqw/nVe+Tm5sPD3QebVu9Grz7d0Vpb84fiq08fK89DnD1+Gc+evIZ2Wy0MHdYfikoKiIjy+OXlpKiogGReMGMash5EREQgLi4OpyevYGN/Do+f2MCouz6aNdNgZK5ctcf5C9fx+JEVxo0bjn79+uDOnccAgPIfvA54xIiBMDPrjXXrd32XfPuO2rhmfwYnDl1grQ78E0RFRWF5/Tg4HA62rv+Lse/RU7CqoaKqjJPn9yM+VrAiRQgwZuzQXxL3j7Jt8z6Y9xmDaZMXg8PhYNKU0b89ThERDho3lsCWTYJzVMFBIVi7wuK394OVDB5qDpO+PWCx5QAAYPzEEQAAW9uzSEsL/e3t5datR+jRYygGDJiAyMgY2Nmdr/dc0u/i6ctbiE3yQ2yS3x/pI2RlZXD/wXWEhX3Bvr0nhcq01GwOqxtncfzQebx1+bkLr4QhKiqKi1aCNrl5/Z5fFu4fpby84cx/ADqYagAqP25ItYOn1WeGACA3NxcjR45EQEAAy0RGRqJvX/YtOdU5cOAA5OXloaSkhNLSUkyfPh15RRmMu4qKcq2ZnEr4vLRaM531yf/rKS8TlLFII5a1sqpSrdnNSlL5aawD7gCgrFJbviC/AHExCfD3CcKm1btRWlqKyTPGIjM9E6WlpVCuUY7FxSUQERFBy5bNURNBubNns1RVq8q9csZPmAyvxkxeRkYmor7E4q3LByycuwYDB5tBs3ULlJaWoqiwCCUlJYiOihWEp6KMhPgkAECzFhqscH6lLsTHJqG0tBR8XiqWzV2PNm21MHh4v39UD0bGBlBSUYR74HNE8nwRyfOFkrIiGok2Qk5ODoabTUJGehbjj5UPVWWh268AIL2i/mrOLlb3w+enQUJCAvLysnXKTJw0Ci1bNceyJZvg5xcMH+8AzJm1GoQQ5oYyPi8NJSUlEBMTY/IVGSEYcDVtrv5d5VBJXfooiEeQpshwQdivnrvCpOcIfAoOhY31XaSnZwJArTyrqirXmimuWU7CdDIiIgomPUcwpjL8mvyJekhJEVxKYmd3H316jUSfXiNh0nMEsrIE22wqZ7C3bduPJgrt4OXtjytX7eHtHQAAiI6JY8JNS8sQpKnGbLuaqgpSKuIzNzNBmzatkJYaioL8OBTkC/zfuX0Zr1/dZYVjYNgVtx9dhb31XZw6dhEqQuq1klR+Wq1LLgR6wJ4ZFwykjqF5i6aYOnYBawb8zct3AIDVS7diUN/xyMgQ1EsKl4/mLZoycoK+51v1XrtNVfYNPH4qJCTEa8mpqipDRESE1Yfw+WmIjIjG86fOSE1Nh3k/E9aqQvW08HjC+8HqcfN5aVBRZqetUaNGUFCQZ3SZl5KKkpIS+PkEMTpcuU24WQuN3/6ONOlrDE2tloiM90JS+iectjwIQLDVLCQkAmlpwtujmlrd7YXRze/wk5PzFVFRsXBz88LUqUvQvn0bjB5dddtkRh11rKqiVG+51Gqr9cgDwIK5a2DeZwzM+4yp1gfVWNVWValbF9MyhbZHVVWVWnmWkZHGo8fWyP2aiymTF6O0tFRIWGU4cGQH7Kzu4uRRweVZKqpKtVbcKkkVpguqtVfoREVFccnqOJq3aIrJY+bTVan/Uehg6hfi6ck+2+Dh4YG2bduiUSP2x7yKiqDD4HK5jF1AQABLxsDAAJ8/f4ampia0tbVZRlpaus40bN26FdnZ2UhLSwOHw8GdO3cgLSGYoeZwOOhjagwf7wChfn29A9DHtCfLztS8V53y/wVIaRE4YpLMM4fDQe++PeDnHShU3s87EL379mDZ9TEzrlO+ksoZ8JKSUgQHhrLC4HA46N7TAOXl5bW2oACAj1cA+gordy9/AEBcbAJ4KXyWjIysNAy66cLHK6DeNAFAI5FGCAz4DInGEhATE0MrrRaMLsTGJAAAEuPZs+K/UhdKSkoQFPAZfUx7gsPhgMMBJBpLoFffHvDzDhLqx987qFY9mJgZM/IP7zhiaJ+JGG46mTEpXD4unbXGjLGLEBeTgMjwKPBTUlnhyMhKo1s3PXhXlK2wtAb4f4KpWS/GjsPhwNSsJ+MnwD8YxcXFLBnttlpo2bIZvCpkJKUkUV5ezpowKSoqQnl5Odp3Etxw5ePpDzExMfQ178XoV+U1z0kJgr7hn+ojAAQHhqCwsAhtKla78nLzER+fBDV1VQQHhSAsNBIpKXxWfmRlZdDNSA9envWXk1mtcuqFjx99EB0dx5iw0Ejmw50V/h+oB4+KWwSbNVNn0pOZmYUmTeSQkZEJc/Oqa+alpaWgp9sZHz54YcrkMfj40QdpaVUTUSUlJfDzC0K/an44HA7MzU2YeA4fOQsDwwHoZjSIMQCwYcNuLFi4jgknNDQSB/Zvx91bDji09zQ4HA5M+vaAbx316usVABNTY5ZdX/Oe8K3WHisHUlptWmHymPnIzMxmyXt5+KKwsAjS0lKIjYlHRFgUeCl8tGzVnJlUkZWVgWE33R+ul75mvRg/gf6fUFxcjLjYREZOu60WWrRshhYtm9UZdljFeanqq9Zm/XrDu6KPi4tNqNDTqn6pZnq9vfzRREEeunqdq8rJtCdERESYsvX08IOYmBiaNddAoP9n9DXtyawEJyVwf/s78vSJyzDvNRr9TcYyBgA2bvwLs2atQGhoBLhcPszNe7PyaWSkB09PX6FhCnQzmOWHw+HAzKw3PD396kyLoD/msG5DLCkpQWDAZ9b7RvC+6Akfb+F15+MdgD419PNb5ZKclIKY6HjERMcjPOwLUlL4rP6kKs/C019SUgJ/IX2QmXkveFXzIysrA4cntiguLsHEiQtQVFRUKyxtbU0QUo642AQc3HuKCcukrzF863jH+ngLaZNmPeHrVdWGKwdSWq1bYfLo2m2S8r9Dw+2/+B8kPj4e69atw+LFi+Hn54czZ87g2LFjteQkJSVhbGyMgwcPQktLC3w+HxYWFiyZ5cuX4/Lly5g6dSo2bdoERUVFfPnyBbdu3cKVK1dqDdAqkZCQYC3ZN2rUCJOnjYO/bxAWLZsNKWlJ3LJ7AAA4Y3kQKVw+9u0R7J2/dMEWj57aYMmKuXj9whVjxg+Hrn5nbFi9kwmviYI8mjXXYP6/SLutYFsEn5fGzKqqqCpDVU0ZWq1bAgA4jcQFWw3LS3/oMGF+fgHiE6s+8pOSeQiLiIK8nCw0qv1/Un2UF2SjkawKxk8ZhUC/YMxbPANSUpK4e+MRAOD4+X1I4fJw+G/BFeLXL9rj9pNrWLhsFpxfvcPIsUOho9cZW9YKtstISklixbqFeP3cFfyUVCgoNcHs+VOgpqEKp8eCMxJvXrhizcalSEtNh79vMJatng85eVk8fvQc2Vk5OHfxMLjJPOzdI9CNixes4fDMDstWzMPLF64YN2E49PS7YN2qqi1sluetsW7jUkRHxSIuLhFbLdYghcvHU0fBFjqDbl2hb9AVnh99kZWVDS2tlthisRrR0XHw9vLHhbPXcdbyEOLjEnHx6nEkJSZDVk4GPYwN4OrsjrUbl/xyXWil2Ryjxw2Dq7M77tx8jL8ObIFxT0MUF5egZ28jSElJ4l5FPRw7vxcpXD6OVKuHW0+uYgFTD0Ogo9cZ29b+DQDIysxGVo0XU2lJCVJ5aYj+UrWacO+mA1ZtWow3z99BVEwUl2xPISM9Ey7VDmo7ONriyZOXuHzRFgBw7uw1XLh4BP5+wfD1DcSy5XMhLSUFO7t7AASH9G1t7mLfge3IzMzG15xcHD66C54efszHg4uzG/7euwXHTuzBRUsbiIiIYO26xSgsLIJx724V+vgJ6WmZUFRqgiD/z+ii2xE2dywRH5eImKi4X6aPuV/zYG91F2u3LENyUgqSErmYs1Twf1yPHj4FAJw/dx0bN61A1BeBflnsWAsulwfHaud+HJzs4OjwApcqyunsmauwvHQU/v7B8PERlJOUlBTsbO8xflTVlKGmpoJ3bz0wZuxQzFswHdHRsZg5cyJSaob/G+oh6kssHJ+8wsHDO7B65XZ8/ZqLXbs3ICIiCvb297Ft6yrweHy0b9cGxj27IS09E717dcf48cPRv/8EvHh+G48fP8P5C1YAgJOnLuPa1RPw9QuCt7c/Vq1cCGlpSVhbC6415vFSha4exCckITZWMHHRuXN7tGzZDBIS4uAmpaC7sSGmz54AaRlp3LZ/CAA4dWE/uFw+Dv51EgBw9aId7jlaYfHy2Xj98h1GjxuKrnpdsGnNbgAVH23WJ6Cj2xGzpyxHo0aNmBWcrMxslJSUIPdrHuyu38GGLcsFepCQjMTEFOgbdEFubh46dW6HbRZrkcLlwaliay4APHK0gdOTV0y9nD97Decr6sXPNwhLl8+BtJQk7KvVi53NXYwaMxRz5k1BeloGho8YBD4vFeLi4rC3u4eBg0yxftMyhId9wbEjF9ChY1u00myB8vJyjBo9WNAPjhf0g2tXVr0bLc9bY/3GZYiKikVcbCK27RD0g04V/WBEeBRev3yLk2f2Yf2anRATE8WhYzvx4J4Ts0rp6uKOAP9POHP+AJ48eYlt21dj4CBTeHn4YcmKOcw7srNOB2yxWA3ttlpI4fLQWacDnjs547TlgX/UL1aamiRU05GzZ69iy5ZV+PIlFrGx8di1awO4XD4cHKray7NnN/H48XNYWloDAE6fvoIrV47Bzy8Y3t4BWLlyPqSlpWBjcweA4GKLCRNG4vXrd0hLS0ezZhrYsGEZCgoK8fy5Cystlueu48yFQwjw/wQ/3yAsrvh2uFnx7XDW8hBSuDzsZd4XNnj81BZLV8zFqxdvMXb8MOjpd8H6GuXSvI5y4fPTcO7sNWzavBJfomIRF5uAHTvXg8vlsc4eOjnZw+HJC1ysOFt35vQVXLp8DP5+wfDxCcDyFfMhJSUFW1vBKnDlQEpKsjHmz1sDOTlZ5j+mUlPTUV5ejk6d2uHp0xvw8vRDNyM9zF88A8FBoZg+a7xAFyra5GnLA0hJ5mP/X4Jz8FcsbfHAyRqLV8zBmxdvMXr8MOjqd8HGNbuYNnnZ5iR0unbErCnLICKkTQJAs+YajM40EhH+XfevgB4XqZ8/f4Hg/yampqZk2bJlZMmSJUROTo4oKCiQbdu2Cb0anRBCQkJCSM+ePYmkpCTR09MjL1++rHU1ekREBBk7dixp0qQJkZSUJB06dCBr1qxhwvxe4uMSSWFhEfH1DiBDzCeyrny9afeAdV3r/FmrSGRENCksLCKhn8PJ1PELWe4rl2wRGsfh/WcYmcP7zwiVKcnh/dC15m4vHpJ27drVMhtXL/uhcEq/ppKE+CRSWFhE/HyCyKiB05groj+89yJ3bjxiXS29ZM468iUyhhQWFpGwkEgye9JSxq2thiF59uQV4SankMLCIpLC5ZEXT53JiP5TGJlhZpNIfGwiKSsrI+Xl5aQgv4BYX7lJNJQ6ESXZtsTtnQe5YXefdY353JkrSWREFCksLCIhn8PJ5PELal11fuTgGZKSwicFBYXE1dmddNcfyLiZ9BhO3rl+IOnpGaSgoJDExsSTa5ftSed2JozMlvV/kaRELiktLSOlpaUkPS2D3LC9T9q16v5bdEGnXR/y6oUr4fNSSVFREcnMyCJ5uXmkqKiY+PsEkTEDpzNXmH9870Xu3njEutZ82Zz1JKpaPcyZtEzoNeqVRtjV6HdvPBKaxmFDpjJXZMfGJpD9+06yrs1ev24XiYtLJIWFhcTby5+Ym45luasodiCXLtqQjPRMkpubRxwePyfaWt1ZMqNHzCQf3L1JZmY2yUjPJK4u7qSf2TiyY9M+Rh+DA0OI+ztP8vVrLuGlpBJeSip5dM/pl+pjS0Ud0lpVn1w8Y0X4vDSSk/OVvHnznhgZDmJdX35w/ylGv5yd3Yh+134s99jYBLJ/70mW3fq1O9nl1HcMy33/3pNCyz80JILo6/Zjldfvqodm6l2JjdVtkpmRRdLTMojD4+ekY7veRFSsKfl773HC46WSsrIyUlJSSvLy8snr1+9Ir17DiahYUxITE0/2/HWUda35qlXbSGxsAiksLCSenr6MbF2GEPbV6Hv+Oiq0TFK4PObKcvf3nuS2/UPWVeeLZq8hXyrbY0gEmTFxMePWXWeA0DAJIWT88NmMXEvlruTC6WuEz0slOdlfifOb9+TqZXum3l2c3Yihbn/W1eVxsQnkwL5TLLuN63Yz7xVvL3/S33Qcy11NsSO5fNGW5OXmkbKyMlJaWkYC/D8xciOGTifZ2TmkqKiI5OcXkMjIaHLimCVZumgjiajWD04cN591VbqCjDY5fOAMK73d9Aaw3LVaGJK7tx1ITs5Xkp2VQ+xs7pLmal1ZMh21exGHR88FMtk5JPdrHimq8Y4URlxs4i95R9Y0hLCvRpeQaEH27TtBuFweKSgoIG/evCedO/dlucfGxpO//z7Oslu92oLExVXqph8xMRnJuGlqdiPPnr0hKSl8UlRURBISksjNmw9Ily6mREKiRa0rzDev38PUsY93ABlkPoFxc3vnQW7a3WfJz6tWLiGfw8mU8QtY7iuWbBZaLof2nybKcu2IlGQrsn//yao+6M170lXHjHV9eWxsAtm79wTLbu3aHUyevbz8Sd++oxm3wYMm19kuOrTvTaQkW5G9e08IdS8sLCJD+01mri53f+9Jbtk/YF1nvmDWmmq6EEGmTVjMuHXT6V9n3GOHz2Lkbtk/qFPu30SBz8MGM/8FOIQI+cc4yv8UavL1/wP77yYx6mmDxg8A2u3HNHQSkFdS2KDxN+I0/K5eKdE/f9C5JhlFuQ0afxOJurfp/ikyCxu2DKpf1NNQ5Bc3bHsEAFXpJg0af35J7S1Pf5p/gy6INfCKQHZRfoPGDwCyEpLfFvqN/Bt0UU5cqqGTAG5WSEMnQSiF3vcbLO7GRuMbLO7vpeG/rigUCoVCoVAoFArlPwgdTFEoFAqFQqFQKBTKT0AvoKBQKBQKhUKhUCjCoRdQ1AtdmaJQKBQKhUKhUCiUn4CuTFEoFAqFQqFQKBThlNOVqfqgK1MUCoVCoVAoFAqF8hPQlSkKhUKhUCgUCoUiHHpmql7oyhSFQqFQKBQKhUKh/AR0MEWhUCgUCoVCoVAoPwHd5kehUCgUCoVCoVCEQy+gqBe6MkWhUCgUCoVCoVAoPwFdmfp/QEbB1waNX7v9mAaNHwC+hD9q6CRAtrlZg8YvI964QeMHgNSCnIZOAhqJNOwcEj8/u0HjB4BGnIYtA/IvOMysKCnb0EmAuEjDvoK/koIGjR8AystJQycBX4vyGzR+CVHxBo0fAApKihs0fjlxqQaNHwAIGl4X/7XQlal6oStTFAqFQqFQKBQKhfIT0MEUhUKhUCgUCoVCofwEdJsfhUKhUCgUCoVCEQohZQ2dhH81dGWKQqFQKBQKhUKhUH4CujJFoVAoFAqFQqFQhEMvoKgXujJFoVAoFAqFQqFQKD8BXZmiUCgUCoVCoVAowvkX/J3Fvxm6MkWhUCgUCoVCoVAoPwEdTFEoFAqFQqFQKBTKT/A/P5gyMzPDmjVrfll4u3fvhp6e3r8mHAqFQqFQKBQK5bdRXt5w5j/A//xg6t/Khg0b8ObNmz8W365dGxAf54ec7C94/uwWtLW1vuln6ZLZiIzwwNecKLi7PYFRN706ZZ842KKkOAmjRg1m7Lp27QRb23MIjHJDbGogYlID4B7wHLoGXeqNd9iogXjj8RjhSd548f4+zAeYsNzXbFqKNx6PERrviaAoN9g/uAQ9Qx2WjJv/M8SlBzFGTLk1RCTlv5nn6vgEBGP5pl0wHzUdXXoPxZt3H37If0127lyHmBgfZGZG4OnTG2jTRvObfhYvnoXwcHdkZUXg3bvH6NZNl3FTUJDH8eN7EBTkgszMCERGfsSxY3sgJyfL8hcQ4Axv7xeITfLD50h37NyzAY0aNWLFM2rMEHz0eY5EfjDefXyCAYNMa6Vly/ZV+BzhhgReEO4/tkLrNq1Y7na3LiDgsysS+cH4HOGG85eOQF1dlXHvbdIdt+5cQgr/E3Jyo5GTGwUv7+ffVQ6LFs/E59D3SMsIg8vbhzCsVg4AMHfeVDx7fhPJKUHIzY+BvLys0HAGDzFHaLg7sr5+QdbXL/gS44XW3xH/gkUzEPT5LXhpIXjjch8Ghl1Z7hIS4jh6fDdi4nyQlBIEW/tzUFFVYsmYmvXCy9d3wed/RmpqCFJTQ5CREQ4nJ/vv1oWwMDdkZobj3btHQnUhMNAZGRnhiIj4gGPHdkNOjl0OBQVxKCiIQ25+DGMyssLxxNH2j9RDnz49kJsfg7z82Fpm1OjB+BaLFs9ESKgb0jPC4fr2ESt+BQV5HD22G/4Bb5CWHoawcHccObqrVhkcOboLYeHuSMkKBTczBM/e3Ia+gU7NqFiMHDMYbt5PEccLhOsHB/Qf2JflPmzkQNx+eBWhMR7gZYehs06HesO7ce8SeNlh8A5zQViSFx6+tPuufvG1xyOEJXnh2ft7MKvRL1Zn71ELxKQHYu7i6Sz75esW4N4za4QkeCAw+j0AYLvFGkREeYCXFoLH36kHCxfNRHDIO/DTQ+Hs+gCGNdrDnLlT4PTsBhK5gcjJi66lBy1bNsPZ8wcR9PktUtNDkZDkjxT+J6Smh/5xXczNj0FJcRLLjBk99Jvxf+v9eP7cIYSFuiMn+wuSk4Jw//41tG/fhiVjbm6Cd28fg8sLRgr/0x8vg+qIi4sjKsYLufkxSM8I++P1wM0KqWV09etuEyNGD8Z7L0fEpPjD2f0R+lVrk6Kioti+ex2c3R8hKskH/qGuOG15AGrqKqwwrG6ehU/wG8Sk+CMg7C2evrkN38/OiE0JwNPXt77dL4wejPdeTohNCYCL+2Oh/cKtB1cQEv0RKVmhtfqFFi2bIiUrlGUo/03oYKqBkJGRgZKS0rcFfwEbNizDiuXzsHzFFvQ2GYm8/Hw4OdpDQkKiTj8TJ47CkSO7sHfvcXTvMQRBQSFwcrKHikrtNK9etRCEkFr2Bvo6aCIvB2lpSRz46wQO/X0K6hqquP34KpSUFYXGa2ikizOXD+GO3UMMN5+El0+dccn2FNp10GZkYqLisHPzfgzqMw7jh81GYnwybO9ZQlFJgRXWsf1n0a2jObp1NEdJehzKC3K+t8gAAAUFhWiv3Rrb1y/7IX/CEJGUx7Jlc7Fy5Vb06TMKeXn5cHS0q7cOJkwYicOHd2DfvpMwNh6O4OBQPHlix9SBhoYaNDTUsGXLPhgaDsTChesxaJApnjyxY/zNmrUSbdtqQVtbC+NGzcHCOWswZFh/7NyzgYnHqLs+Ll07DnubuzA3GYOnTq9hc+McOnRsy8isXLMQCxfPwoY1uzC430Tk5+fjzoNrkJAQZ2Tc3nti/pzVMDYcjDkzVkJTqwWu2Z6uiqeHAWSkpQAAa1Ztx8kTF9GxUzu8fH2HFU5Nxo8fjgMHt+PA/lMw6TUCn4JD8eixNUsXJSUb49Wrtzh65Hyd4YwePQS2duegoCCPdWt3YvrUpUhISMLDR9frjX/c+OHYf2AbDh04jb4mo/DpUxgePrKCcrX4DxyywJCh/TF71koMHzIN6uqqsLO/wLh36dIBd+9fwevXb3H5sh0AICsrB/fvOyIvLx9Pnth+QxdG4NAhC+zbdwo9e45AUFAoHBxsa+nC1q2VurABAweawtLycK2wFi5cj0MHzyAn5ysWLVqP/v0mIC+/AI8crH97PXh4+KG1lhEr/kePniEvLx/792+vtwzGjx+BgwctcGD/KfTuNRzBwSF4/NimVhls27YfRt0GYfEiQRmcv3CIFY62thY0NNTg7emPqMgYfP4UjlsPr0C5jj6pW3d9WF49hhu29zCgz1g8c3oNqxtnWe1DSkoSnh99sXfX0TrTX8niZbOhqqoMAHB8+Bwj+k1B6KdwWN+9UGe/aGCki1OXD1b0i5Px6qkLLtqeZPWLlQwa3g/63XSQwuXXchMTE8PTx69gf/0uAGDNusVYvHQO1qyyQD+zccjPy8eDx1bfbg8Ht+HggdPo03skgoND8eCxNas9SElJ4vXrdzh29ILQMNq1bwMRERGsWbUdF85bQVxcHKWlZXhw36lBdDE7+yvmzV+DBw+ckJeXj0OHdvzj96OfXxAWLFwHna5mGD58GjgcDp463YSIiOCzq2vXTnjiYIMXL11w5bI9ACA7K+ePlkF1nJ7aQ1GxCQBg/oK1f7QeVq7YhuLiYuzYcgBjhs5EZEQ0ysrKkZiQLNRPt+56uHD1CG7YPsCgvuPx/OkbXLc/g/YdBe1BUqoxdHQ74cQRSwwynYD5M1ehjbYWrG+eY4Xz4b0XFs1diz5Gw2F19Sb09LuguLAYg0zH4/OncNx8cLmefkEPF64exU3b+xjYdxyeVaShZr/g5eGHvbuOCQ0jKTEFOu36sMy/FlLecOa/APkfIjc3l8ycOZNIS0sTdXV1cvToUWJqakpWr15NCCEEAHn48CHLj7y8PLl+/TrzvGnTJtK2bVsiKSlJtLS0iIWFBSkuLmbcd+3aRXR1db8rPS4uLsTIyIhISUkReXl50qtXLxIbGys0nNmzZ5PRo0eTffv2EVVVVSIvL0/27NlDSkpKyIYNG4iCggJp1qwZuXbt2g+XS3JyCtm4aQ8RFWtKRMWaEkWl9qSgoIBMm76EsatpPD19yblz15hnMfFmJDExmWzdto8lZ9htIElISCbNmgvyMm783FrhWF2+QVoq6pCWijrE+spNUlhYRA7sOcHYVTcOD56R189dWXa+3oHE9tptofItFXVIp1bGhBBCpo5ZwNjFxyWS3VsPMc/FqVH/yLRr1448u2/70/7Ly0rI5s1/EwmJFkRCogVRUelECgoKyIwZyxi7msbT04+cP3+deW7cuCVJTOSS7dsP1Oln6tQlpKysjFy4YE0kJFqQQ4fOEG/vAJKYyCV7dh4hSrJtybSJi0h+fgFppaFHlGTbkof3nMiLZ85ESbYtY7y9/Mn1KzeY5xQuj+zcdoB51mymTwoKCsmCOWtY/qqb6ZMWk7KyMqKm0JGx43J5ZOuWfURaUpNIS2qSV69cSWlpKZk9cwVjV9N4efkTywvWzLOMlBZJSuKSHRYHa8kOGTSZEEJIU3Udlr2cTBuSmJhMsrKyyfat+4mcdGsiJ92aNNfoSgoKCsnc2asYu5rG28ufXLS0Zp7lZdqQpCQu2bXjEBNGUVERmTl9GSNjqD+AEEJIP7NxRE66NTl6+Bzx9QkkctKtSXIyj2zZspeMGzeX5OcXEC0tI1JQUEBmzlxOGjduKdR4efmRCxesmGdJyVYkKYlLLCwO1Oln2rQlpLCwkEhLazF2hBAyceKCWvWgoaZDCgoKf3s9VBpB/HuJnGwbwuelkoMHT5OCgkIya+YKIiXZSqjx8vInFy5YMc/SUppM/HX5mT5tKSksLCSyMq1rhXN4/xkSHBhC1OQ7kOSkFPL3rqNEVa59LfPovhN5+cyFZefj5U+srt6sJWvYpR8hhBDz3qOFhmXeezRJSuSSwIDPhBBCFs5YTTQVuxItJV3CTeaRg3tOEk3FrrXMkwfPyevnb1l2ft6BxO7aHZZdj84DSHJSChnYcyxJiEske7YeEhre+uUWJDsrm3C5PLJt6z4iK6VFZKW0SDN1QXuYM2slY1fTeHv5k4sXrJlnOenWJCmJS3buOFRLdujgKYQQQpprdK0zvEpd3LZ1P4mOjmsQXdy4aQ9pLNmS8HipZN/+k7/s/Vjd6Bv0J4QQ0q59TyIq1pQcOHiaeHv7E1GxpkwZTBg/n+TnFxDt1j3+aBmMGT2blJSUkBPHLQkhhBj3GPpH68HLy59cvWhH1OU7kuZKOiSVn0Zycr6SvbuOEXX5jrXMo/tPyctnLiw7H68AYn31llB5dfmOZLDZREIIIYad+wl19/UOJC+fu5CysjLSTKkLUW/SkekX1OQ71DKVaahu5+MVQKyu3qwl201H0C/0MxkjNKzq5t9K/qsLDWb+C/xPrUxt3LgRb9++xePHj/Hy5Uu4urrCz8/vh8KQlZWFlZUVQkJCcOrUKVy+fBknTpz44bSUlpZizJgxMDU1RVBQED5+/IhFixaBw+HU6cfZ2RnJycl49+4djh8/jl27dmHEiBFQUFCAp6cnlixZgsWLFyMxMfGH0qKhoQZnZzfmOSfnK7y8/GHcw1CovJiYGAwMuuKN83vGjhACZ2c3GBtX+ZGUbAwbm7NYtXobeLzUOsNxe+vB2MnKySCVnwYDI91a8oBgBtbtrSfL7p3zhzrlxcREMW3WBGRn5yDkUzjLbenqeQiIfIenLrd/eIvfL0VEFBwR0Vp14O0dgB711oEOyw8hBC4ubujRw6DOqBQVm4DD4eDNm3cABFs3ioqK4OLiBqPuegCAgsIiSEo2hq5eZwCCGba3ruwtjC5v3NCtuz4AoJVmC6ipq+Kt60fG/WtOLvx8AtGtIsyaNFGQx4RJo+Dl6Y/S0lImHHV1Vbi4VOVJSkoKXC4f3evIk5iYGPT1u7D8EELg4uxepx9h6Ol3QbNmGpCXl8Os2ZMQ/uUj7j24hmbNm8LHJwBGFXkVFr+efhe4ulSVDyEEri4fGD96+joQFxeHq4s7IxMZEY34+CR0r5ARlxBHYVERNDVbQENDFc7ObigoKISkZGNoa2tV6EJ9ZVBbF5yd3dC9e91lICcnh5ycXJSVlbHsz5zZD3V1VUyfMR4zZ00EINBHH++A314PAKDJ6IE7hg8fAEUlBVy5Yv8dZdAFLtXK+Hvil5OXZZVBXeG8c/2IbkZ6QsMwNNLDu1rtw71O+bqQlGyMC1eOwmLzPnTq3I7lRgiB+1sPGBh1FepX36gr3Kv1o0Blv1glz+FwcPzCPlw6Y4XI8KhvpofD4UBdXZWlt1V6UH97qFl+ri7ujK7/CJrV+gR5eVlkZmY1iC46O7th5MhBUFJSwKVLtr/k/VgdKSlJzJ41GdHRcUioWG2REBdHYWERtLRaMmVQ1Sdo/rEyUFVVxgXLwxAVFcW7t1V9/J+qh8pw3lfo9+Bh5lBQbALXN+4wrOP90s1ID++rpRUAXJ3dYdhd+HcCAMjJyaK8vBzZ2bV3qIiJiaGrXifIycnCu+KdRQjB+7cf63zHGRrpsspLkAa3OuW/h666nX7aL6Vh+Z8ZTOXm5uLq1as4evQo+vfvDx0dHVhbWzMfct+LhYUFevXqBU1NTYwcORIbNmzAnTt3fjg9OTk5yM7OxogRI9CmTRt07NgRs2fPRsuWLev0o6ioiNOnT6N9+/aYN28e2rdvj/z8fGzbtg1t27bF1q1bIS4uDjc3tzrDKCoqQk5ODmPy8vIAoNZgh8dPg1q18yzVUVZWhKioKPi8tBp+UqGuVrXn+NjRPfD46IMnT17WG04aPx2AoPMZMWYwAnyDoVKxzaUmKqrKSEtNZ9mlpabXku83qC9C4jwQkeyD+UtnYMb4xcjMyGLcrS7dwMqFmzBl9HzYW9+DiGQTiEgLX67/3XBEBOeT+Pwa5clLg5qaijAvVXXwA36UlBSwdetKcDgcxt/r129hbGwIBQV5qKqpQF1DDRs3LwcAZv+4qpoyUmvEw+enQVVNUOaVW5KEyaipstOyc88GxHED8CXOG81aaGDm1KWMW2U4lWkbN244DA27IjQ0ou48KSsI1UU+v+5yEIaWZgvm9+nTlzF5wkJkZWXD6Zk9sjKz6y1TYfWQWi1+VVVlFBUVITv7a50yzq/fo0cPA0yaOgYAwOEA27atBgBoaKjWmx9lZeFp4PPToK5evy5cu3aTZb9nzzHs3SuYHHJ88hInTv6NpUvnMOH97noAwMjz+amYPWcyXr9+h+SkFPD5qVD94fhT6627LVtW4vr1qjKoK5zU1Cp9r4mgfaR/t3xd/HVgK3y8/OHjHQhR0dp/8ZjGr93PVfI9/eKS1XNRVloGq0s3vis9ldvNhOmVqmr97UFoX/CDegCAqW/Jxo2xeMksXLt685vh/Q5d5PFSMXfOFLx86YqkJO4veT8CwJLFs5GZEYHsrC8YPMQcQ4dNRUlJCQDg5StX9OzZDdOnjwcgGNxu3boKAKCuXn+f8CvLwPLSETx1EpzfTkvP/O7wflUaKsOp1KmpM8bD9Y074uMSmXdGTVSEtUl+Wp3yEhLisNizDo/uPUXu1zyW2/bd6xAe5wFRUVHIyctizrQV1cJMrzNMYe/N+uS/h2kzJ/y0398OvYCiXv5nBlNRUVEoLi5Gjx49GDtFRUW0b9/+h8K5ffs2evfuDXV1dcjIyMDCwgLx8fE/nB5FRUXMmTMHgwcPxsiRI3Hq1Clwudx6/XTu3Jl5wQGAmpoadHSqDkA2atQISkpK4PNr74WvxNHRESIiIowZNmzYD6f9exgxYiDMzHpj3fpd3yXfroM2LtudwqkjlkiMF74P+kf46OaNoWYTMW7oLLx9447zV4+yzhtcuWALD3cfhIVEwt7qLsryMiDS+M+sTnEkZCCqpMkYoO7VyF+FrKwMHj60QmRkDMv+9ev32Lp1HwYM6AsDw67w9HuBVy/fAgDKy2ufc/unnD11Ff36jMH40XPQRKEJQr98RGyyP2KT/SEmVvUB2bevMS5cPIwVy7fha07uL08HAEyaPJo51G15qeosy8vnrggI+IRlSzaDEIJmzTV+S/wA0L6DtuBCihvnUVpahtWrFwEAnJ3v48ULFwBA+S9+WQh04TpCQ79g794TmDJlDHPhxfr1SxAW9gUAcOmSLU6euIjVaxf+0vhrUr0eUvifICYmBgBQU1fFgAF9YW11+5fHKSsrg/sPriMs7Av27T35y8P/UQYPNYdJ3x6w2HLgt4TfRbcj5i6ajg0rdtQpM3rCMHyK+4hPcR+x75jFb0nHt5g0eTSSecGMqewTrlmdwsOHz2B1/dZvj1+YLqqrq2LQIDNct/q18d+4+QBG3QfDvN84REZG4+YNS8ycOQmZGRG4e+cKSkvLsH6dYMLp9Zu7v61PqEllOaRnhqN//z64e9fht8b3vWg0VYNZ/964aXf/l4UpKiqKi1bHweFwsHn9nlruF05fw5SxCwAA5WXlOGN58JfF/SM0biyBsROHN0jclH/O/8xg6nvgcDi1LkqonCUCgI8fP2L69OkYNmwYHB0d4e/vj+3bt6O4uPin4rt+/To+fvyIXr164fbt22jXrh08PDzqlK/s2KunV5hdfR3tiBEjQAhhjJOTEwDUmilSU1UGL0X4oCwtLQOlpaW1Zl7VVFWQUrHCZW5mgjZtWiEtNRQF+XEoyI8DANy5fRmvX91lhaOj3xk3Hl7GTZv7OHPsMpRVlWrN6FSSyk9jHWQGAGWV2vIF+QWIi0mAv08QNq3ejdLSUkyeMbbOciGlhYItlo3E6pT5VZDiPJRmJjKGEMEWo5ozVmpqykK3RwLV6uA7/MjISMPBwQa5uXmYMGFhLX+nT1/B3btP4PLGDe21euBZxSxkXGwCAIDPS6s1I66qqszMOFbOXAuT4fHZacnIyETUl1i8dfmAGVMWQ1S0EVYu2wJzk9FIr5j1HDzIHHfuXcGWzXtx88YDQTh1lEN6WqZQXazPTyVPnV6jl/Fw9DIejuVLN7P8AkBxcTFiYxKgrKxYd/zpmULrQaVa/Hx+GiQkJGrdUqWiqgyPj77o02sk+vQaCWOjIehvPk5QBoOn4smTVwCAmJj4evOTliY8DaqqykhJEa4LX7/mYfLkRSgtLYWj4yv06DGUMenpGYx/b+8ANG/eFOLi4n+kHnoZD2finz17MjLSM+Hk9LoiLBXwfzh+FaHt4dFja+R+zcWUyYtZuxPqCkdFRbnWDHslgvah9N3ywjDpawxNrZaIjPeC32dn5j10weoYbj6+AgD/qF80MjaAkooi3AOfI5Lni0ieL5q3bIbtf6/He/+nAIDXz10x3GwShptNwvED55k0CNMrPr/+9iC0L/iGHgACXTDpOYIxldveQ0IisHL51u8K73fo4rx505Censnssvin78dKcnK+4suXGLi5eWLy5EVo314bIiJAN6NB6GY0CLp65uhtMgIAMGzINDg5VvQJsQm/rQyql4Obm2BL/RNHWwCAs4tgEPPezQEXLx39rWmoGY6KqjKmTB+LzIwsvHjqAhVVpVqrppWkCmuTqsq15EVFRXHJ6jiat2iKyWPm11qVAoCMjCz4+31CaWkprlyyw4DBpjCs2MJbXxqEvTfrk/8WI0YPhqRk45/y+0egF1DUy//MYKpNmzYQExODp2fVeZvMzExEREQwzyoqKqzVocjISOTn5zPPHz58QKtWrbB9+3Z069YNbdu2RVxc3D9Kl76+PrZu3YoPHz6gS5cuuHHj+7Zg/CwSEhKQlZVljIyMDLhcHszNq67RlZWVQffu+vDw9BUaRklJCfz8gtCvmh8OhwNzcxN4eAj8HD5yFgaGA5iXQjejQQCADRt2Y8HCdUw4oaGR2LpzDe7fcsCRfWfA4XDQu28P+HkHCo3bzzsQvfv2YNn1MTOuU74SERERiIvXfesQR1RC8PFQXlanzC+DEKC8tMqUlYCUl8LcvDcjIisrAyMjPXjWWwfBLD8cDgdmZr3h6Vl1DlBWVgaOjnYoKSnB+PHzkJubW6c/t/eeKCwswviJw5GYkIzAgM8AAB+vAPQ17cmK39S8F3y8/AEIBl28FD5LRkZWGgbddOHjFVBnMRQWFAEAMtIyERMdj/CwL8hIz8SJU39h545DuH7tJmRlZdDNSA9e1fJUsxz8/T/BzKxGfsx71emnktzcPERHxyE6Og5Pn75BYWERsrNzYGrWC4DgRVt5jsu7Iq/C4g/w/8T4qYzf1Kwn4yfAPxjFxcUsGe22WmjZshnc3DyZNERHxyEsNBJcLh+9exth0qRRSEhIwpcvsRW6UF8Z1K5Tc/Pe8PKqrQvFxcWYMGE+ioqKapVDdHQcQkMjkZLCh5lZb3Tt2gkZGVmQkBD/I/VQPf4JE0bixo0HKC0trdYevhU/ux5qxi8rKwOHJ7YoLi7BxIkLmDL4Vjh9TI3h4x0gNG5f7wD0EdY+6pAXxukTl2HeazT6m4xFf5OxCA0RvJf2WhzFxpW7wOFw0KtvD/h5Bwn17+8dVKtfNDEzZuQf3nHE0D4TMdx0MmNSuHxcOmuN2RMFKx95ufmIi0lAXEwC0tMyUF5ejpQUPktvq9pj/e2hZvmZmvWCVx1tqDrVdaGgoBCnz+xHQUEh3N57MoO7P9UnVNfFSRNHws7uHqOL//T9KAwOhyOY0C0HoqJiGRMSEoGUFD569jLCxIo+IepL7G8rg+rlsHzpFvTsMQy9jIcjLS0dNtaCIw2zZ67E0WPnf2saaoZjYmqMydPH4u4tB5SVlcGkrzF863i/+HgHwMTUmGXX16wnfL2qvhMqB1JarVth8uj5yMzMrjcNQQEh6FFx5k1CQgwcDgcmfY3rfMf5egeiT6009Kr3nVgf02aOx8tnLj/ll9Lw1N64/R9FRkYG8+fPx8aNG6GkpARVVVVs376dtW2uX79+OHv2LHr27ImysjJs3ryZtfLTtm1bxMfH49atWzAyMoKTkxMePnz4U+mJiYnBpUuXMGrUKDRt2hTh4eGIjIzErFmz/nFef5TTZ65g29ZV+PIlGrGxCdi9eyOSk3l4/PgFI/Pi+W08fvwM5y9YAQBOnrqMa1dPwNcvCN7e/li1ciGkpSVhbS3YksPjpQqdfYpPSEJsxYpH587t0bJlM4hLiIObzIORsT6mzZoAaWkp3L3xCABw/Pw+pHB5OPy34Art6xftcfvJNSxcNgvOr95h5Nih0NHrjC1r/wIASEpJYsW6hXj93BX8lFQoKDXB7PlToKahCqfHgllFg25doWfYFR/dvJCbmwdDI100klYCKcr9oVmO/PwCxCdWbUlMSuYhLCIK8nKy0KhjP31dlBdkY8uWVfjyJRaxsfHYtWsDuFw+HByqzps9e3YTjx8/h6WlNQDBitKVK8fg5xcMb+8ArFw5H9LSUrCxEbzwKj+epaQkMW/eGsjJyUJOThbW1rdx7Ngext+lS0chJycDL08/rN+0DGs3LMVTx9fMCufFC9ZweGaHZSvm4eULV4ybMBx6+l2wblXVliHL89ZYt3EpoqNiEReXiK0Wa5DC5eNpxUyqQbeu0DfoCs+PvsjKyoaWVktssViN6Og4ZtBh0qcHZGSlUV5ejq+5eejTtwfWrlsCHi+Vde7O0ckOT568xEVLGwDA2dNXcPHyMfj5BcHXJxDLV8yDlJQU7GzvMX5U1ZShpqbC/GdU584d8DU3F4kJycjMzMbXr7m4esUeM2ZOwNbtq5FfUABzs96Qk5MBN5kHx2rxOzja4smTl7h8UTBbe+7sNVy4eAT+fsHw9Q3EsuVzIS0lBTs7Qfw5ObmwtbmLfQe2C+LKycXho7vg6eHH+uBetXohXr9+izt3HmPXrg0QFW2ELVv24fLlo7V04enTG3BweMHShcuXj8HXNwg+PoFYUVEGNjZ3q+mCLSQlJTF37mpGFwAgNTUd5eXlGDasP1RVVeDl5YebNx5ix851EBERgZ3tXVy6cgxcLu+31wOj60/fYO68qYiJiUfnzu2xY+f6WvE7OdnD4ckLJv4zp6/g0uVj8PcLho9PAJavmA8pKSnY2laVgcMTW0hJNsb8au2hehkAwO3bj7Bv3zZ4e/pBVk4Wl61PQlZOBvduPxHEY3kQKVw+9u05DgC4dMEWj57aYMmKuXj9whVjxg+Hrn5nbFi9k0lrEwV5NGuuwfyvmnZbwf/48XlpSOVXmUpOHrXEpesn0FKzOSQai2PvUQtISUniXkW/eOz8XqRw+ThSrV+89eQqFjD94hDo6HXGtrV/AwCyMrORVeNjsbSkBKm8NER/qZoQbNpMHfIK8mjaTAMijRrhwX0nbNm6GkmJXISHR8Fix1pwuTXag5MdHB1e4FJFezh75iosLx2Fv38wfHwE7aFOPWgt+C+6Tp07ILeaHmhoqOHp85uIT0jCw4dPsXnLCqSmpSMxIQnLls9rEF2MjolDly4dfsn7UUurJSZOHIXXr94iNS0dzZs1xcZNy1FQUIhnz6v+X3LduiV4+dIVd+84YOeu9RAVbYRtW/fD8tKRP1IGidXeb6dOXsaGjYLztBwRDv76a/Mfq4ezp6/g8tUTEBcXg/s7Txw6vgtS0pK4ZS/4/jpteQApyXzs/0tw3vOKpS0eOFlj8Yo5ePPiLUaPHwZd/S7YuEZw7EBUVBSXbU5Cp2tHzJqyDCKNGjGrSFmZ2SgpKYG+YVfoGXSBl4cfsrNy4OrsjjUbFiOVn4aszOxaaThjeRDcZB6ThsuWNnjoZIMlK+bg9Yu3GDN+GHT1OzNpAIAmTeTRrEW1fkGb3S9UoqnVEsa9umH6xMUY8R3/t9cg/EfOLjUU/zODKQA4cuQIcnNzMXLkSMjKymL9+vXIzq7qNI8dO4a5c+eiT58+aNq0KU6dOgVf36qZpFGjRmHt2rVYsWIFioqKMHz4cOzYsQO7d+/+4bRISUkhLCwM1tbWSE9Ph4aGBpYvX47Fixf/iqz+EEePnoe0tBQunD+MJk3k4O7ujREjZ7BmbVu3bsU6c3T3rgNUlBWxa+cGqKurIDDwM0aMmPFDS9jjxg2HvLwcAGDPwS2MPS+Fj7RUwfaKps3UWdsWfb0DsWrRFmzYvhIbLVYhNjoei2auRkTFOY/ysjJot9XEhCnHoKCogKzMLAT6f8bEEXOYG6yKi0swctwQrNm8BBLi4kiIT0J5QTbKC7J+qNw+hUVi3sqq7WGHz1wCAIweOgD7LNb/UFjlBdm4cMkB584dQJMmcvjwwQcjR86sUQctWf9pce/eEygrK2LnznVQU1NBYGAIRo2aydSBvn4X5vazkJD3rPj++usY46+oqBgcDgd3H17D509hCAv9gtzcqu0O3l7+WDx/PbbtWIPtu9YhOioWs6YtR1hoJCNz5uRlSEtL4tjpvyEvLwfPj76YPH4+iooEW2AL8gsxYuRAbN62ElJSUuCl8OH8+j2OHVmD4mLBVtrJ08Yyq4eXL1f974aPdwATDgBotW4FpWr/GXb/vhOUVZRgsWMd1NSUERQUirFj5rB0ccGC6di2fQ3z/PK1YMC5eNEG2Ffsv9++7QBKS8uwYOF0HDu+B4QAvr6BWLJoAyt+Ta2WrPgf3HeCkrIitlmsgZqaMoKDQjFu7FzWAeitm/eivLwctnbnIC4hDuc377FuTdXHNgAMHGSK9RuXQUJCHBkZmZCSksS+fVvw4YMPRo2aVUsXqqfh3j1HKCsrMXUaFBSC0aNnMWWgp9eFudmvpi60b98b8fGJKCkpxeLFs3D48A5wOBx8/ZoLScnGmDFzIj5+8MbY0XP+SD0AgLS0FBITk7F122rIy8vh4wdvjBk9m1UGgvir2sP9+45QVlGExY61FWUQijFjZtcoA8GNcp8+v2OVQccOJoiPF9yCOmrUEEhIiMOkr2BWuZVmcwCAqKjgophmzZuyzhP6ePlj6YIN2GKxBtt2rkVMVCzmTFvBah+Dh/bD6QtV56EuXRd8cB05cBZHD55FTR4/eIZL109g1PihmDZnIkI/hWPOpGV19ot+3oFYs2gr1m9fgQ0WKxEbHY/FM9cw/eL3snbrMkyYOpp5XrZ8LgDgxKm9kJKSxMePPhg/Zi5bD7RasurhwX0nKCsrYpvFWqY9jB8zh/VxOH/+dGzdvpp5fvFKMMhYsngjbtjdh3l/E7TR1kQbbU1mxbWyT3BxdvvjupiQkASL7Wt/2fuxsLAIJr27Y9XKBVBQkAePlwY3Nw/0NR2N1GoXiQwZ3A9bt6yChIRERZ8ghb/3bvnj7REAThy/CA0NNSxbPhdXr53EB3evP5aG+/edsHbtEnTs3BZX7U7j8/+xd9bRUSTdw34mSpw47iy7izuLJri7u7u72y7Loou7++KuwTVuRAgkIUA8ISHErb8/JplkkkngZYGw36+ec+qcme6qe29X3a7q6pJ296Z/jzGKTVeKlyiqdD842LkwfuRs5iyczLxFU/H3DWDYgEm88JLfD0WKWdC2fXMAbj9SfiHeveMQnj6yJyEhgfadWjJz3kR0dXUICw3H/pkzJcsU59qdU3i4e9Gvx+hP2DCLOQunMG/RNIUNSvVCe2s2bsuqF3bul7+gWfvXFtb+lfXNq34DuxMUGMK9O1m7ZAr+W8iknIuIBP/foalVvED1FzP4Ph8nzo9XL84XtAkYlLAqUP36WgU/HzsxNeXTkb4x6moFO7s5Oe1/22H0W6AuK9g8kCj4Zkdfs+DvB12NvD8M+z2ITPz46UjfmPQf4BEkKfXL1kV/LbQ18p6i/n8FAy2dgjbhh6iXQqK9CtoElSRc21RgunXaTS4w3Z/L/1cjUwKBQCAQCAQCgeArIqb55cv/NxtQFAT6+vp5hocPH35agEAgEAgEAoFAIPjPIkam/gUuLi55nitevGCn1gkEAoFAIBAIBP+a/8gW5QWF6Ez9CypUqFDQJggEAoFAIBAIBIICQkzzEwgEAoFAIBAIBIIvQIxMCQQCgUAgEAgEAtWIDSjyRYxMCQQCgUAgEAgEAsEXIEamBAKBQCAQCAQCgWrEBhT5IkamBAKBQCAQCAQCgeALEJ0pgUAgEAgEAoFAIPgCxDQ/gUAgEAgEAoFAoBqxAUW+iM7U/wGK6psUqP64lMQC1Q9gUMKqoE3g47t7BarfuFSLAtUPkJqeVtAmYKStW6D6P0oJBaof4G3PsgWqv+Rp/wLVD5CcllrQJiCTyQrahAJH7QfIA12tQgWqX11W8JOEfoT7oaCRUfC+KPhvIjpTAoFAIBAIBAKBQDViA4p8KfjXIQKBQCAQCAQCgUDwH0SMTAkEAoFAIBAIBALViDVT+SJGpgQCgUAgEAgEAoHgCxCdKYFAIBAIBAKBQCD4AsQ0P4FAIBAIBAKBQKAaMc0vX8TIlEAgEAgEAoFAIBB8AWJkSiAQCAQCgUAgEKhGkgragh8aMTL1gyFJEqNHj8bExASZTIaLi0tBmyQQCAQCgUAgEAhUIDpTPxjXr1/nwIEDXL58meDgYKpUqfKvZT52uY5PkAMXbh2leq385XXo0po7zy7iE+TAzUdnsW7ZROn8tDnjuPPsIt5vbXH3e8yxs7upUbuq4vzgEX158c6OgEg3Xke44vLyAdt2raFIEQuV+jp3bctTh+u8C3PnwdNLtGzdLFecuQsm4+HziLehbpy5cIBy5UsrnT9yYjsuHvd4F+aOh8+jPPVduXKU2Fg/EhICiI5+yapVi/LNC4AxYwbz4sVjoqN9ePDgAnXqVFecMzY2Yv36Zbi53SUqyoeXL5+ybt0yDA0NlGRYWzfi7t2zaJiUQcOkFGq6Jp/Um4mDizsTZi/BuvMAqjRqx+0HTz47rSoWLprGKz9bwiO9uHT5MOXLl/lkmtFjBuHh9ZCI997cvX+O2tnyAGDY8H5cu36coBA3YuP9MTJSvv4mTeoTG+9PbLw/iYlvlMLDhxc/y4avVQ6eng95G+nOu/fPcfK6S60c15KTjl1ac9/2Er7BTtg8PkfzVln3g4aGBvOXTsfm8TlevrPH0fMuG7f/iWURc5WytLQ0ufngDDFxfmzcvAIf32eERnhy4TPLYdToQbh7PiAs0os7985Su3Y1pfNDh/XlyrVjvAt2JSbOL1c5AJw4uQsP70cY7r6GwcaT6Iyei6ywKVotumCw9iiGu6+ht3gL6uUq5W+Mrh6FBk3GYONJDPdcQ3/VQTSq1VMZVbtDX4wO3qZQ//GfvMYFC6d+s3wJf+9FTJwfYRmyc9Yjqhg5eiCuHvcIjvDg1t3T1MohW1tbizXrl+IbYM/bEFcOHt2CuYWpUpyo2Fe5QveeHRg5eiD2bja8DXPD540dL14/4+Ubey7fPI5V80a5bOnUpQ0P7a7wOsSFu48v0KJVU6Xz7Tu14sTZPXj6PSUk2ovKVX/OJePs5YOERHspQkycH/cfXigQX5w5azy3bp8iJNyDsEiv72rDgoVT8X1tz/sPPoRGeBIa4YmL2x3mLZiCpqamSn0jRw/EzeM+oRGe3L57RqUvrF2/FP8ABwJD3Dh8dGsuXwDYuXst4e+9if74iogobw4e3qx0vnmLxty8c4qAIGd8/G25eecUjq63CQp/zqNnl1W2kfMWTMHz5WMCw9w5ezF3Gzl95jiu2/zDu1A3/N86qry+WrWr8dzzATGxvnyM8yPgrRPt2rdQGTc7/7Z9APDwekhwtKdS2H90M3Zut/APceaKzQlq1KqaK112OnZpw0O7y/iHOHPn8XmaZ7s/NDQ0WLB0Oncen8c30AFnr3ts2rEyV109dGS/76qzRKlirNv8O7auN/ELduKp8/V89Ql+XERn6gfD19eXokWL0rBhQ4oUKYKGxr+fiblh9Q46WPfG67kPR07vxNRM9cN87XrV2bx7Ff8cPUt7q17cuHqH3Uc28tMvFRRx/F4FsHjOn7Ru3IMe7Qfz9m0gR87sxMTUmE7d2rDoj1ncvHaXSaPmcPHsdbS0tKhQsSz7Dm/Kpa9uvZrs2reeo4dOYd24K1ev2HDo2FZ+/qWiIs6kqaMYNWYwM6cuoU3zXsTHx3Py7D60tbUUcR49tGXE0Ck0qN2GoQMnUaZsyVz67tw5i5VVQ9au3U6XLkOws3OmT58uaGtr55lvPXt2YvXqRaxYsYEGDTrg7u7FpUtHMDeXN5BFi1pStKglc+euoHbtVowaNYPWrZuxY8cahYyqVX/h/PkD3Lp1n9Tod6TFhKGmpfvZHaqEhEQqVSjHghmffhD9FNOmj2HsuKFMmbwQq2bdiItP4PzFg0p5mZMePTqw8q8FrPxzI40bduS5uxfnLxxU5AGAjk4hbt26z9o121TKePbMiXJl61KubF1WrtzEhw8fsbF5wLt3wYSEhHH58pHvUg4XLx6iVKnirFy+ganj5lOoUCFOX9qf5/1Qp14Ntu5Zw/EjZ2nTrCc3rtxh75HNVMq4H3R0C1G12i9sXLODtla9GDV4CuUqlGX/sS0q5S1YNoOQkDD5NfXqxNTJC2lu1Z34uHjOXjiQbzl079GBP/+az18rN9GkUSfc3b04e+EgZtnKQVdXBxubB6xbuz1POQ8fPGPooIl8nDuE+M1LUbMoht7cdRTqN5bEC4eIXTKW9Le+6M1chcygsGoh6hrozVqNmpkl8VuW8XHuUBL2rSM9KiJ31LKV0LLuSNob3zxtymTq9DGMGTf0m+RLYmIi6enyaSqdOg4kPi6eM+f35yu7W4/2/LFyPqtWbsaqcReeP/fmzPn9mJln+cufqxbQtl1zhg6eRMe2/SlSxJLDR3PfB+PHzKZSuQaKoKGuzh8r57Nu1VbOnb3KKx8/1NTV6dNtBI8f2nLoxDaqVPtFkb5OvRps37uW44fP0Kppd65dvc3+o5uV6kpdXR3snjnxx5J1+ebz4QMnqfpTE6r+1ITVq7ZQrnzpAvFFLS0tzp+7hrOzO9raWt/Nhkw/27P7CNev3cXNzZOI8EgWL1rF8BH9WbJ0pmp9K+ezauUmmjbuzPPn3pw7f0BJ38pVC2nbrgVDBk+iQ9v+FCliwZGjyrp37FpDn75dOXL4FD26DuPqFRtatmqGWUYdVKp0CY6c2MGD+09p1qgLSxauonad6mhra2HVuAtXL9tw5Pg2fslW7pOnjWb02MHMmLqYVtY9iY9P4PQ5Zd/W0tLkwrlr7N97TGV+6unpcu36cYoVs2TGtCX07zuW5ORkjp/YiZ6ebp7l8DXah0xWr9hEtZ+aUu2npsyauhTrlk1Yt2obbZr1xPO5N8fP7sq3rt6+dw3HDp+lddMeXM+4P5Tq6uq/8veaHbRu1pMRgyZTvkJZDh7fqpDRuVtblq6Y8111VqxYDjU1NWZPXYpVg84smb8q3zwqUNLTCy78B5BJkpgI+aMwdOhQDh48qPhfunRp/Pz8WLt2Lbt27eLt27dYWloyZswYFixY8NlyS5nI367IZDJs3W9xYPdxtm3cmyve1r1r0NXVYVi/iYpj528ewdP9BfNn/K5Str6BHp4Bz+jXdSSzF03G1cmDxXP+VNJ3/94TevXtQjGzKqSmpirS7tm/AV09Hfr3HqM4dv32SZ67eTFz2hIA+UjT5n1s3bwPAANDfbxePWXSuLmcO3NFpU1t2zXn0PFtCn0VfyrPE/urrFu3g4ULVwJgaGjAmzeOjBo1g1OnLqmU8+DBBRwdXZk2bbHiel69smX79gOsXau6YejevQP792/AxORn0tLSWL58Ns2bN6Fx4058fHdPLkdLF3UDC1LfB/xP85CrNGrHxpWLaNG04WenyU5kqj6bNu5h08bdgDwP/F7bM3b0TE6fvqwyzd3753BydGPGdHl5yGQyXrx8wo7tB1m/bodS3CZN6nPtxgmKF63Ghw8fVcp76WvL5s17mDp1NNu3H2Dr1v3frRzGjx/G4cOn+GO+vJPVup01+45uZt1fW/l7de6Hvu1716Krp8OQvhMUxy7dPIbHc2/mTl+uUm/1mlW4eucf6lZtSdC7YMVx65aNWfLHbEYNmca9ZxfZsnkv8+euAOTl8MrfjnFjZnEmj3K4c+8sTo5uzJyxVJEHXj6P2bnjEH/nKIfGTepz9fpxSharnmc5vO1ZFgCNmr+hO+V3ku9cJPFQxgsImQyDv0+QfOscSVdO5EqrZd0RrfZ9iJ07FNLSVMoHQLsQ+st3knBwI4U6DyDtjS+Jx+TlVfK0f67oPr7P2LxpD5s37vnq+eLj+4zLl24yctRASharjiTBK387JoydzdnTquuRW3dP4+zkzuwZyxSyn794yO4dh9mwfieGhvq8fG3HqOHTuXhe/ka54k/lsHO6SSvrnjjYuwDykakBfcdy9bJNLtmLstWVTh532bvrCFs27OH+00tcOHeN9avl+bVz33p0dXUY1HecQsaVWyd47u7FnOnLlOwuWaoY9m63adGkGx7u3krnzl4+yHN3bxbPk9eDLt73v1mew2f6YpALWlpaWJr9+l1syMvPxo+dTfHiRRkxsj/Vq1orybh99wxOTm7MyuYLni8esWvHIf7O8AXf1/aMHD6NC9l8wcHpFi2se+Bg70Lhwob4BThy/dpt+vcdqyRn987DbFy/i85d2rJ7/3qKmFZGkiT2HthA6TIlqVGzCkVMK5OamsrNO6dwd/NixlR5fej58jHbNu9jyyZ5m25gqM8L32dMHDuHsznayH4DuvPnXwsoW7K20vEaNatw58E5Vv21md+XrwegXr2a3Ll3ltmzlrNt636V5fC12gcPr4fs3XGY3dsPA3DF5gQuTu4smL1CIdfR4w77dh1ly4Y9uezYsW8duro6DO6b9dLx8q3jeLh757o/MqleswrX756kTpUWBL4LLhCdqgiO9lR5vKBJOL6kwHTr9FOdnz8SYmTqB2Ljxo0sX76cEiVKEBwcjL29PfPmzeOvv/5i0aJFeHp6cuzYMSwtLb9IviRJPLr/jFp1VU9tqlW3Oo/uP1M69uDOkzzja2pq0H9ITz58iMHnhS9Vq/+qlF6SJGyfOtHUqiF2ts5KHSmQv9m5f0952trd24+oU68mAKXLlMSyiAX37z1VnP8YE4uTgyt16tVQaVNhYyN69u6spK9v/67IZDI0NNTx9n7EixePWbVqIc7Oz6lfv7ZKOZqamtSqVZU7dx4pXc/du4+oX7+WyjQARkYGxMTEkpbxkKmlpUVSUpJyJElCJlNDppH3aMxXR02DIkUsuHs363piYj7iYO9CvTyuR1NTk5o1qyilkSSJu3ce55kmP8qUKUnRohakpaVhamrMoUMniYn5iL29yzcvh0KFCqGnp6skJyE+AZlMRjNr1Z3T2vVq8PCe8v1w785jatetkadeQ0N90tPTifkQozhmZm7Kmg3LmDx2HsbGRgCKB23IXg41VcrU1NSkRs0q3L37WHFMkiTu3X1MvXqq03wOMj0DNBu2BCD1ebapP5JEqocT6hV+VZlOo2ZD0l55ojN4MgabTqO/Yg/aHfuDTLk50Rk8hVTXZ6R5On3SljJlSlKkiAX3sl3j18qXTNkuzs+VZDs6uFI3j/zLlH0vh+z7d58o0lSvWQUtLS2lOC99/Hj7JjCX3DXrl/IqwA6be2cYPLSPStkP7z+lTr0ayGQy9PR1iY6KVpyvXbc6D+4/VZJ5786jPOvB/OjRqyMevk94bH+VIkUsePrEQSlfvqcvlilTEiMjQ6W24VvakKefObhQt15NDI0MiIr6oFLfvbtZbZVcX5Yv1KhZVaUvvHkTqLCpZatmqKnJCAh4h53jDTxfPGL/wY3Y2Tor5Li4PCc9XWLAoB6oqalRr0EtNDU0uH/3iSKP7tg8pG5GuZdWXE+WbR9jYvP1bVUkJyUDYGpmgqamJoUKadOjZ0fi4+IpW7aUyjRfu32YOHUUHn5PuPXwDDVqVuHxQzsluQ/vP6V2Hv5ep24NHua6Px5Tu17e07gNDQ1IT0/nw4cYNDU1qVbjVx7meH75ljr/c4iRqXwRnakfCCMjIwwMDFBXV6dIkSIUKlSIjRs3snr1aoYMGUL58uVp3LgxI0eO/GIdEeGRmFvmnscNYG5hRnhYpNKx8LBIzC3MlI61aN0Urze2vAx2ZOTYQQzoPho1mQwNDQ0iwuXp5y2ZhvdbW7r0aIeBoT6D+o0jJxaWZoSHKU8NCguLwMJSrs8iQ6+qOJYWynOdFy+bSUCwC68C7ClesqiSvgoVywHQtGkDRoyYzqhRM6hZsyrly5fB0lL1+hYzMxM0NDQIy6E7NDQizzSmpsbMmzeZffuyplLY2NynQYPa9O7dWX5ATR013cLy3zJ1lXK+BTI1ua6c1xMWls/1mBnL8yD089PkR2aatm2tuXXrPoGBIUD+efq1ysHBwRmZTEbVqr+gpqZGkaIWTJ0t9xGzHP6dibmFGeHhyvdDRHikynUQIF8zMX/pdM6fuUrsxzjF8b+3reDw/pO4uXgopoy8fx+llDYsLAILi7yvR0NDQ/V98AXlsOz3ORjuuozhtvOomRdDJpMhfVC2R/oQhcxI9fQWNfOiaNZpCjJ14tbPI+nCEbTa9UK7ywBFHM361qiXrkDiqdxvdFVhkXEdqvzz3+ZLpuyo6A+54lnk40Ny2Tnrw6z6ydLCnKSkZGJyvGWX68/yqRW//83wwZPp1mkoly7cYNXaxXnIjsTCwozxk4ajp6/LxXNZ6ydU1ZWZ8f8Xzp66zITRs+nRaYhiZH/O3Em57P9evpiZ/5lTML+1DXn5WXhYBOXKlWb0mMHs33dcpT5VaTL1WViYkZSUlGvEJXucX3/9CZlMRsdOrZg3+w8GD5yIsXFhmjZroFjj+ybgHT26DGPhkhmERHpQvHhRdPR0GDZksnLeZMjM9LPcvpHlp5+DvoEeAC1bNiXivReh4R60atWM+w+e5eljX7N92L7tAGNHzKBnp6GcP30VNXU1OnVpneOa8vZ3c0tVzy4RecbX1tZi4bLpnD8tr6tNTAur9KlvqVMVZfLouAp+fERn6gfGy8uLpKQkWrT49CLQTJKSkoiJieHjR3mlHhcXhyR93Z79k0f2tG3Wk25tB3HvzmO27VuLsUlhpTg7Nu+nnVVvLp+7ARJs27n6q9qQky0b99K8SVd6dBlKYePCeL16yusgZ14HOaOhLu9ITJ++hMeP7Xjw4Bljx87GwsIMg4xG5N9iYKDPuXMH8PJ6ye+//604bmPzkHnzVrB5859omJZFw7gkUnL8V9GZHzJtfTRMyygCyL65zpz07tOFkLDnipC5sLtp0984cOCfb6Izr3J4mPGWc/r0sfiHOvPQ/gp3bj3MOPvvZzpraGiwY/96ZDIZ82ZkTQHcsO1Pmlk3ZMLUkfi8tf8qayD/LRs37CJ20VjiVs+G9Hym6eWFmhrSxygS9q8n/fVLUuzukXTxKFrWnQCQmZhTaMAE4neuhJQUlSJ69+lCUKi7Imhqfr18qfRzBWrWqvpNZH8Ja1dtxfaZE+5unmz8exf79hzNM66xiTEz5oxn9NDpRES8/6p2dO/VkWUr5rD30Eau3DyuePPfpq11nqMPX5tvWe556TtzTj5Fzfvl0zz1FSpUiEaN63Hh3FUOfqO6SaYmr4O3bd7H7dsPcbB3YfiwqRQubKRohywszNiw5Q9OHDtHi2Y9SElJJTU1jQM5Nqn4t/Ts3Zk3wS6KoJuxLsrR0Q1rq+60bN4TT08fGjasg7r6t39M3LJ5L08f2ePl4cPpfy4C0LFrG7S0VG8G8m/Q0NBg5wF5XT1nxveZPvY5OosUteDYmV3fxZ4vQkovuPAfQHSmfmB0dHT+5zQrV67EyMgIU1NTUlNTGTBgADGJ4YrzZuamhIdGqkwbHhaR6627uYVprrc1CfEJBPi/xdnBjdmTl5CWmkartlakpqYqFuRGvY/G3zeAxMRE7O2caNXGKteUlLDQiFyjXhYWZoo3XZlvAlXFCQ0LVzr2/n0Uvq9ec//uEwb2HYOGhjqTxs/FunEXAoPkIyDx8QmK+N7eLwFIypjekJOIiPekpqbmestkaWlGaKiybn19PS5ePERsbBy9e4/ONZ1x06Y9WFpWITXqDamRAaRndqbSleN9TaTkOFKj3imCJMkfmnNej4VF7uvJJDIiSp4Hlp+fJjtXr9jQsEEHRYiMlD8cfvgQw+XLtxTxVOVpJl+rHDLlDBs2hXpVW1K1QmNuXL0DQEhwmErd4WERSgupIeP+yfE2Ut6RWkeJksXo122k0lvHwhnT+rQLaaFdSIstu+ULjM+eP8COXVkbZFhYmBEWlkc5RMrLQeV98BnlkJP3kVGkh74j1cOR+G3ytZDqlZR3JpMZGSN9UP0wL0VHkh7yTqmRSw9+g1phU1DXQL3MT6gZGaO/bAeG+25iuO8mGr/UQKtVNwz33QSZGlev2ND4t46KEBkZpbimnNf4v+bLx5hYHtx/mku2cWGj3LLz8n2F7Jz1YVb9FBoWjra2FoY5dieTl0vuzTgyefTQFoBixYooHa9VpxolSxVn9LDpuaYPqaorzS1Mc42W5MeNa3do0aS7IryPzBqNzL7727f0xbzKXU1N+WXP17Lh6hUbJo6fC0DbVr1V+lmRIhZYWTUkMDCYyZNyr0XO1JfTN82z6QsLi0BbWzvXTnXZ4/j7vQEgNi7rZVpkxHuSkpJJTJS3QyNHDyTmw0eWLlqNu5snoSFhnD97FSvrRtTJmF6c3W8z/Sy3b5jlGjHKzvWrt2nWqLMi1MmYyr9u7TacHN2wt3dh2NAp6OvroauregOKf9s+5MX7yGhSU9PQ0NCgZKni2a4pb38PD1X17GKWK76Ghga7DqynRMli9Ok6QlFXy3Xm9qlvqTM7lkXMOX3pAA52zip1Cf53tm7dSpkyZShUqBD169fHzs4u3/gbNmygUqVK6OjoULJkSaZNm0ZiYuJn6xOdqR+YihUroqOjw+3btz87zbx58/jw4QMRERHIZDJOnjyJYSH5kLtMJqNRswY42buqTOtk70qjpvWVjjW2+i3P+JmoqamhoamBu6unUvpMfW6u8gWV2lrKuzM52LnQtNlvSseaWTdUVCgBr98SGhKmFEffQI9adarjYOeSpz2JCfI1Su8jovD3e8PVjAf3nj07KuLUqCHfIv7RI1uVMlJSUnBycsfaOmuLYplMhpVVI2xts9aAGBjoc/nyEVJSUujRY3ju9VHZSU8DJNS09ZHSUpFS84n7b5EkeWctM6SlEBIShpVV1vUYGOhTp24N7LJdT3ZSUlJwdn6ulEYmk2Fl3TDPNNmJjY3Dzy9AEby8XpKamoa7u7eio2NgoE/dujWwtVW9Xe/XKofsckJDwklMTKJrj/akpaZx7/ZjVOFo50LjZg2UjjW1/g3HbOudMjtSZcuXpk/XEbnWW8yf9QetmnSnddMetG7ag0G95VML/zlxgeVL1ylsl5eD6oY0JSUFF+fnWFllre2SyWQ0s2qI3b9tfDOmV6mXz7aNtkyGxq81SXuleiF06ksP1CyKgyzrAVjNsoR8N7+0VFI9nfg4fwSxi0YrQqqfNylPbxO7aDRI6bl8w9vrJSEhYTTLdo1fmi+NGtfj3r0nuWRXr5H1WQgDA31q16mOfR75lym7WQ7ZTa0aKtK4Oj8nOTlZKU6FimUpWap4nnJBPt0rNTWVho3rKo5169mBBg3rcPbUJWxu3s+VxtHelSY5fdGqYb71YE7iYuN57f9GEV54v1J0LkJC5A+/39oXVZX7hw8xSiO2X9OG2Ng4goNDAXj9+m0uPyta1JJrN0+gpa3F6r+2oGo/rrx8oZnVb4pydnF2V+kLpUoVV9j0+LH8Ya5tu+aKOCYmhSlUSBtXF/l6Ph3dQkjZpjza2zlTv4F8/VFmh9OqeSPsM8o94PXbjOvJaiM/5duZ+eLv90YRPkR/JC0tjWbNsuzX09NFTU0NX7/XKmX82/YhL1JSUnj3JpD09HQiwt8r5DZu2gDHPPzdwV5FXW31G452Wc8umZ2asuVK06eLcl2dkpKCm4unkoxvrTOTIkUtOHP5IG4uHkwd//kbiwny5p9//mH69OksWbIEJycnqlevTps2bQgLU/3i9NixY8ydO5clS5bg5eXF3r17+eeff5g/f/5n6yz4OSeCPClUqBBz5sxh9uzZaGlp0ahRI8LDw/Hw8GDEiBEq02hrayttM62urk6vfl1xcXJnxNhB6OrqcPLYeUC+liMkOIxVv28EYN/OI5y8tJ9REwZz5+ZDOndvS7UalZk7TT4sraOrw6Tpo7h1/R5hIeGYmBozeGRfLItacOXCTV75+PH39j8xNDLg+mUbOnRujYGhPo2bNcDPL4CBQ3ph3aIJfyyTP0Tu3H6Qi9eOMH7icG7euEf3nh2oUbMK0ydnff9px7aDTJ81Dj/f1wQEvGPewqmEBIcpOki16lSjZq1q2D51JDr6A2XLlmLuwin4+QUoGpP7d58QGBjMtGljCQuLICQkjE2b/iQ+PoFdu44odF27dpwLF66zY4d8R8VNm/awZ886nJzcsbd3YdKkEejp6XLo0Ekg6wFeV1eH4cOnYmhooPi2UXh4JOkZCyenTRvDzZv3QF0TNS091HQKk/Yx9LN8ID4+gTfvghT/A4NC8fbxxcjQgKJ5fLsrL7Zu2cfsORPx9X1NwOu3LFw8neDgUC5duqmIc/nKES5dusnOHYcA2LJpDzt3r8PJyQ1HB1cmTByOrq4uRw6fVqSxsDTD0tKcchnfhqlc+Wc+xsby7m2QUuNhZdUQDQ11atasQocOrXj9+g1LlswkODiMixezbPhW5fDqlT8jRgwgJvID5uZmDB3Vj8TEJE4cOQvAxu1/Ehwcxl/LNwCwd+cRTl8+wJgJQ7C5+YAu3dtRrUYVZk9dCmQ0lAf/pmr1XxjSdwLq6uqKN5vRUR9ISUlR2tEP5A+0AJ06t+HihesUNjZi4aJpBAeHcjlbOVy8coTLF2+wa6d8d6stm/eyY9danJ3dcXBwZfyEYXmXQzn5KMOvlX8mNls51KlTnVq1q/H0qQMyU0PULIpRqMcw0qPfo1m9PqmNWpPm541Wmx7ItAuR/PAGADqj55AeFUHSKfluYcl3LqLdsguFBkwg+dZ51IoUR7tTf5JvyfORxATSA18rO19SIlJsTO7j2di2dT+zZk/E95X8Xv+a+XL2zBWGDusLQPsOrRgwsAdhoeFcuZQ1Qnr+8iGuXLrF7gzZ27bsY9vONTg7uePk6Ma4CUPR09Xh6BG57JiYWI4cOsWKlfOJivrAx5iPrF67BLtnTooNRtq2a465hRkO9s4kJiZj3bwR02aO48plGwYP7cNzV09MzUxYuHQGiQmJbNu0D3MLM1asXkBQYAhLF8hHMnfvOMS5K4cYO3EoNjfu07VHe6rXrMysqVk7bBUubETxkkUV628qVJDv2BgWGkF4WASly5Ske6+O3L55n6ioaH6pXAkZkJqSSqlSxZEk6bv5IkCJEsUwNjHC0cEV6+aNGTd+KEHBIQwY0OOb2rB/33FmzZ5I1Pto5i+YSiGdQgQFhfDsqaNi9GnPvr+5dOmmwhe2btnH9gxfcHSU69PT1eVINl84fOgUK1YuyPCFWFavXYJtNl/wffUaR0c32ndoyYJF03BydGP12iWkp6ez8g95G/zrr5WoVacas+ZM5MzpS9jcesDmbSuJeh9NfFwCc+ZNokbNKkybtFBxnTu2HWTGrPEZ9fo75i+St5FXso3+Fy9RFGPjwpQoUQw1dTWqVJVvu+/vF0BcXDz37j4mPV1i6bKZJCYmEhwcytq1S0lPl9i0MWvd47doH+rVq0mdujVwfOpM7Mc46tSrgYmZMZIk0bq9NS6O7owaNxhdPR1OHD0HwKYdKwkJCuPP5fKp3Ht2HObslYOMmTiU2zfu06VHe6rXrKK4PzQ0NNh9aANVq/3C4L7jUVNRV+/ceoCN21fi6vz8u+nM7Ei9exvE8kVr8tyG/YfgP7IRBMD69esZNWoUw4YNA2DHjh1cuXKFffv2MXfu3Fzxnzx5QqNGjejfvz8AZcqUoV+/ftjaqn7ZrgrRmfrBWbRoERoaGixevJigoCCKFi3K2LFj/ycZ0+dNwNzCDM/n3gzqNVaxSUSxEkWVFv462rkyefRcZs6fyOyFU3jtF8CogVPw8XoFQHpaGuUrlqVn384YmxoT/T4aV2cPenYYgo+3Lz7evvxSuRIjxw+me++OSJJEWGgEbs4erFuznZ171pKamrVGw97OmTEjZjB/0VQWLJmOn+9rBvefgLfXS0WczRt2o6enw7pNv2NkZIjtU0f69BihmJ6XEJ9Ix06tmDN/Erq6uoSGhHHH5iHr1kwlOVm+XkOSJBo37sy1a8dYvXoxMpmMkJAwOnUaqDSCUa5cKcX3PgBOn76EmZkJixdPx9LSHFdXTzp3HqQYxq9Zs4piRzlPz4dkp1KlhgQEvAOgTRsr5syZiIaRAVJqMmkxIUgpCXwOz71fMnzSHMX/1Zvlc6q7tGvJioUzPktGJn+vl38zZPOWPzEyMuTpE3u6dRmqNNWxbLnSmJoaK/6fOXMFM3NTFi6ajqWlGW5uXnTrOlRpKsPIkQOYv2Cq4v9NG3knZ8zomRw9ckZxfPCQ3jx96sDdu4/YunUlhQsb8uSJA506Dfou5VCsmCVpaWnMXjAFkPDzDWDquHl53g8Odi5MHDWb2QsmM2fRVPz9AhgxcBIvMu6HIkUtaNNe/pb51sOzSnp7dhzK08f2eZbFmdOX2JRZDk8d6NF1mHI5lC2FqWlWHpw9cwUzMxPmL5yGpaUZ7m5e9Og6VGkK7ogRA5i3YIri/41b8rUfY8fM4tiRM8QnJNKpSxvmL5iKgYEe0odIUtztid/6O5q1G1Go+1BkRsakvfElbu1cpJiMKVgmFooRLADpfThxa+ZSqP849P/YTXp0BMk3z6rcRv1/YcP6nejp6nyTfBk/YZji/87dawFYumh1Ltkm2Xz/3JmrmJmZMn/hVCwszXF386Rnt+FK0zznz1lBerrEoSNb0NLW4s7th8zM1sFJSUll5OiBrPhrPjKZDH+/ABbO+5OD+/9h5OiBzJ4/mWLFi6CmpoaOrg73nl5UpPX3C1B0phzsXBg/chZzFk5h3qJp+PsGMGzAJKW6sk17azZuW5l1nfvlW1yv/WsLa//aSkpKCk2tfpM/JOrqEBQYwqFDJ5Ek6bv7IsCCRVMZMLCnIs6qNfKtvp2d3b+5Dbt2HOSv1YuVpuV5eGfVHQEB75TqwbNnrmBqZsL8hVMV+rp3G6bkC/Pm/EF6ejqHj2xV+ML0jO3LM+nScRBnz+9n5szxyNRkREd/YEDfcYrRM00tTZ48tqd9x5ZMmjqShIREXJyfY2pqzK17Z/Dzfc3AfuPxylbum/7ehZ6uDn9v+gMjI0OePXWgV/fhSvk3b+FU+g/orvj/4Inczzq1G8DjR3a89PGje7dhbNv+F+vWL0MmkxEd9YGhgyfx9k1gVjl8g/YhKTmZnr06sWDhVLS0tHgbEMiWv/eQmJDI7PmTMLcww8Pdm/49xijq6uIliipekkHm/TGbOQsnM2/RVMX9oairi1nQNqOuvv3onFKZdO84hKeP7Ll47jqmZibfVWdT64aUK1+acuVL4+x1D4FqkpKScs02yTlwkElycjKOjo7MmzdPcUxNTY2WLVvy9OnTXPEBGjZsyJEjR7Czs6NevXr4+flx9epVBg0a9Nk2iu9M/R8g8ztTBUX8t5zO9pnEJn/+3NdvReZ3pgoK41Kfv5HJtyL1SzY8+MqY6hh8OtI35GPy53WkvyWZ35kqKFR9Z+p7oy4r+Fnu2hpff4H9/0J8SsHXzT8CMtn336AnOz+CLyanfbs1vJ+Dgdb/vkb8/0d+2O9MHcw9ovO9WOVfiGXLlDfuWLJkCUuXLs0VNygoiOLFi/PkyRN++y1r+uvs2bO5f/9+nqNNmzZtYubMmUiSRGpqKmPHjmX79rw/Op6Tgr+DBQKBQCAQCAQCgSAHmXsBZA/ZR57+Lffu3ePPP/9k27ZtODk5cfbsWa5cucLvv//+2TLEND+BQCAQCAQCgUDww5HXlD5VmJmZoa6uTmio8rr00NBQihQpojLNokWLGDRokOIbrlWrViUuLo7Ro0ezYMEC1NQ+Pe4kRqYEAoFAIBAIBAKBatLTCy78D2hpaVG7dm2lXbDT09O5ffu20rS/7MTHx+fqMKlnfJ/0c1dCiZEpgUAgEAgEAoFA8J9n+vTpDBkyhDp16lCvXj02bNhAXFycYne/wYMHU7x4cVaulG/Y06lTJ9avX0/NmjWpX78+r169YtGiRXTq1EnRqfoUojMlEAgEAoFAIBAIVPMf2hq9T58+hIeHs3jxYkJCQqhRowbXr1/H0tISgDdv3iiNRC1cuBCZTMbChQsJDAzE3NycTp06sWLFis/WKXbz+z+A2M1P7OYHYje/TMRufmI3P/gxdlATu/n9GIjd/MRufj8KP+xufntnFphunRFrC0z35yJGpgQCgUAgEAgEAoFqpP/OyFRBUPCvQwQCgUAgEAgEAoHgP4joTAkEAoFAIBAIBALBFyCm+QkEAoFAIBAIBAKVSOlie4X8ECNTAoFAIBAIBAKBQPAFiJGp/wMkpxfsLj0/wk5F+lqFCtqEAt9NL+rN7U9H+sYUK9+uoE3gQ1J8ger/EXY0LHMmoED1p/0Ai5kLeic9KPh8MNTWLVD98GO0D4EfIwtWf6MKBaofoLpzWIHq/xF2Of0RnhN+WP5DW6MXBAVfiwkEAoFAIBAIBALBfxDRmRIIBAKBQCAQCASCL0BM8xMIBAKBQCAQCASq+QGmZv/IiJEpgUAgEAgEAoFAIPgCxMiUQCAQCAQCgUAgUI3YGj1fxMiUQCAQCAQCgUAgEHwBYmRKIBAIBAKBQCAQqEZsjZ4vYmRKIBAIBAKBQCAQCL4A0ZlSgSRJjB49GhMTE2QyGS4uLgVtkkAgEAgEAoFAIPjBEJ0pFVy/fp0DBw5w+fJlgoODqVKlSkGb9K+wd7PhdYgLV21OULNW1XzjdurShod2V3gd4sLdxxdo0aqp0vn2nVpx4uwePP2eEhLtReWqP6uUU7tuDU5f3I9foCMBIa4EhMrDtdv/fNqGrm14ZH+VgFBX7j25qNKGf87txcv/GaEfvHPZMGxkf3zfORIS5UVwlCcvAmw5fHwbFSqWU6mvc9e2PHW4zrswdx48vUTL1s1yxZm7YDIePo94G+rGmQsHKFe+tNL5Iye24+Jxj3dh7nj4PGLbrjUUKWKhON+ocT2cXG7z4eMrPsb5ERzqzsTJI/LNB4DRYwbh4fWQiPfe3L1/jtp1qitf6/B+XLt+nKAQN2Lj/TEyMlA636RJfWLj/YmN90fTrJxSkGlof1I/gIOLOxNmL8G68wCqNGrH7QdPPiudWiFDNIxLomFaBnWjYp/U17lrW57YX+NtqBv3n1ykZY5yB5gzfzLPXzzkTYgrpy/sp1w55XIoV74Mh45tw9vvGX5vHbl8/RiNmtRXnO/bv5siP3IGc3PTPG37muWQmPhGKdSuXY3Fi6fj7+9AVJQPV68eo3z5MvnmFcCYMYN58eIx0dE+PHhwgTo5bNqyZSWeng+JivIhMtKb6OiXREe/5OrVY7n8VxUjRw/E1eMewREe3Lp7mlq1qymd19bWYs36pfgG2PM2xJWDR7dgbqGch1Gxr3KF7j07ALBw0TR8/eyIiPTGw/MhL189433UCzy9HjF4cC+VNo0eMwhPr0dEvn/Bvfvn8yiHEwSHuBMX/xojI8Nc6ezsb3Dv/jleBdjzwv8Z6zYuR09PV0nOv/XFho3rEf7hhcoQGO7O9dsnlerBsuVK4f/OiVcB9t/FhhoZumfMncCrIEfeRrrzJsIN++e3mTV/EhoaqlcAdOjSmnvPLvIqyBGbR2dp3rKJ4pyGhgbzl0zD5tFZfN7a4eBxhw3b/sSyiLkizm+N6vLu/XOlEBDpRkCkGzcfnaV6rfzb2vadW3H72QVeBNpz4+EZrFs2Vjo/dfY4bj+7gNcbW9x8H3H07C5q1M7K5waN6ij0ZQ+pyYGEBLnz8cMrblw7QYUKZfO1A2Dc2CG88nlGbIwvTx5dom6dGnnGvXzxMKnJgXTu3EZxbPCg3qQmB5KaHIjl3ftKQbdff8yOn8Dixk1Mtm1H42fV7SxAoTZtc6W3uHFTKY6skA4Gk6dgdvIUFtdvYrr/IDqdOivO63Tt+l2fE0qWKkZItJdSyKwf3wW6EB7pxaXLhz+rHvy3dTNAhQplOXFyF6/eORL03oOg9x48sL38XZ6Xzl4+qJQPPyzp6QUX/gOIzpQKfH19KVq0KA0bNqRIkSJ5Niz/huTk5K8uMy/WrdpK62Y98Hj+guNnd2NmZqIyXp16Ndi+dy3HD5+hVdPuXLt6m/1HN/PzLxUVcXR1dbB75sQfS9blqa923RocP72Le3ces3rlZtTU1Th+5AztW/TG4/kLTpzbk48NNdmxdx3HDp+mZZNuXLtiw4FjW3LZYPvUkT+WrM2Vvkv3diz7cy5XLt1k0rg5nD97FXV1dbS1tTh9fh9qasouX7deTXbtW8/RQ6ewbtyVq1dsOHRsq5K+SVNHMWrMYGZOXUKb5r2Ij4/n5Nl9aGtrKeI8emjLiKFTaFC7DUMHTqJM2ZLsO7xJcX7y9DGUKlWcpUvW0LP7cN4EvGPlygV06tw6z3zs0aMDK/9awMo/N9K4YUeeu3tx/sJBpYd+HZ1C3Lp1n7VrtqmU8eyZE+XK1qVc2bqkRAaQEhlAemIMUloKUmpSnrqzk5CQSKUK5VgwY/xnxQeQaemhpmdKWnwUqdGBkJaMumGRPMu9br2a7Ny7jqOHT9O8SVeuXbnNQZXlMIiZ05bStkVv4uMS+OfcXqVyOHZyBxoa6nTvNISWzbrj8dybo//swMLCDICixSyJifnI6NEzaN+uH7du3Sc+PoFHD20JD49UadvXLofSpWtTunRt9u07jr//G6ysGjF+/DAmTZpHkyadiYuL5/LlI2hr59357NmzE6tXL2LFig00aNABd3cvLl06omSTs7M7o0fPYOvWfaSnp+Pu7kV0dDTx8QmcOb9fKd9y0q1He/5YOZ9VKzdj1bgLz597c+b8fszMs8rvz1ULaNuuOUMHT6Jj2/4UKWLJ4aO5r3/8mNlUKtdAEa5cusX06WMZN24YkycvwM7OGSMjA9TU1KhXtx1Dh0zGx8dPRTl05K+/FrLyz400atgBd3dPLlw4pHTNujo62OQoh+zpunQZTPnyZahW7Vf69hxFnx6j+PnnimzevlIR/2v4or2tM5UrNlKEGVMWk5aWRkTEe6wbd8XjuTcnz+3FzMwEDQ0Ndu5dz7OnDt/UhsoVG3H44Elev36Li5M7Xbu3Y8LUEZw7fYWRg6dy8ew1DI0MGDCkFzPmTsiV/7Xr1WDr7tWcOHqOtla9uH71DnuObKLSLxUA+T1QpfqvbFi7k7bWvRk9ZCrlK5Zh39EtChkOds7U/LkZNX9uxpxpS0lOTubZYweCAkNwtHPh8KkdmOZRR9SuW53Nu1dx8sg5Olj35ubVO+w6vJGffq6giOPvG8DiOX/Sukl3erQfwrs3QRw+vQMTU2MAHO1cqPOLtVJwcXQnLS2dUWNm0LBxJ+Li47l6+Wi+91+vXp1Zu2YJv/+xnrr12+Lq5snVK0dVvpCZMnkUkpR7J7STpy5SvGQNipesQXj3boR370aSnS2pr/3RHzqM2IMHiRw9ihRfX4xXr0VWuHCe9qTHxipkhHfvRkTfPkrn9SdMQKtePT6sWEHEkMHEnzmNwZQpaDdsiLa1NQbjJnzX54TAdyFU/amJUrh9+yGSJDFl8gKsmnUjLj6B8xcP5ltPfY26GeDUmb2UKFEULS1N/lz+N+fPXKVcudL8k3GPfqt8yOTwgZOKfBD8N5FJqu7y/8MMHTqUgwcPKv6XLl2aFy9eMGvWLE6cOEFMTAx16tTh77//pm7dugAcOHCAqVOnEh0drUh3/vx5unXrpqhEly5dyvnz55k4cSIrVqwgICCA9E/0uD9+/MjYsWM5f/48hoaGzJ49mwsXLlCjRg02bNjw2ddUpPAvAMhkMpw87rJ31xG2bNiTK97OfevR1dVhUN9ximNXbp3gubsXc6YvU4pbslQx7N1u06JJNzzcvZXOXbl1gvv3nrB6xSau2pzA2ek582f9rrDB2fMee3cdYfPfu3PZsGv/enR1dRnYZ6zi2FWbEzx392b2tKU5bCiOg/ttmjfuqrDh2u1/VOq7eP46Y8YPoU71Frz2f6uQsWf/BnT1dOjfe4zi2PXbJ3nu5sXMaUsA5CNNm/exdfM+AAwM9fF69ZRJ4+Zy7swVVVlO23bNOXR8G8XMqpCamoqHzyM2btzDpo3yazY0NOBtoDOPH9vRvm1/lTLu3j+Hk6MbM6YvUVzLi5dP2LH9IOvX7VCK26RJfa7dOEHxotX48OGjSnlRb24DoGFSmvSED6QnRKuMlx9VGrVj48pFtGjaMN946kbFkFKTSI/L6qBoGJfij983sElFue/e/ze6ujoMyFbu12z+4bm7N7MyyuH5i4ds27KfbdnKwfPlEyaNn8v5M1cxMTHmhf8zOrXtz7OnjgDo6evxOtCJHl2G8uDeU56/eKhUDmXLlsLt+T127TrMjAw9Ofna5ZCanoaGhgZ+fnZs336A0aMHs3HjLjZs2AXIfePNG0dGjZrBqVOXVMp48OACjo6uTJu2WGHTq1e2bN9+gLVrlR8a/P0d2LhxFzY2D3BwuEm9em158OACE8bO5uxp1f576+5pnJ3cmT1jmUL+8xcP2b3jMBvW78TQUJ+Xr+0YNXw6F89fB6DiT+Wwc7pJK+ueONi7APKRqQF9x3L1so2SfK9XT9i0cTeenj4cOLiZ3xq0w9nlDmNGz+T0adXXfO/+eRwdXZXKweflU3ZsP8i6ddtzlEMDrt84QbGi1bhw8ZAi3bDh/Vi8aDqpaWns3XWETX/v5pdff+LB00vUq9kKf783X8UXc3Ljzil++fUnNqzbyfo125DJZLh63mfPrsMYFTaiSBELHt5/yh8r51OhdN1vYoOGhgZu3g/Ys/MI69ds4/rtk7g7e7Bwzp+K/LR3tyEg4B0APToMUUq/be9adHV1GNovq6N18eZRPNxfMG/GcpVlVr1mFa7cPkG9qi0JCgxROnfp1jHcXDzp0Lk1B3cfY/P63Txzv8mB3cfZvnFfLllb9qxGV1eH4f0nKY6du3EET3dvFsz8Q6V+fQM9PF4/pX+3UTx+YKsyT14GOXDr9gM6dBwAyO+/oHcuDB85jZMnL6qU++TRJewdXJkydSEgz7vXfvZs3baf1Wu2Zl1/9cpcOHeQ+r+1I/CtC917DufixRu55AU2qoDMyAjzU2dICwsj2c6Wj5s2kiEcs39OEX/uLPHHj+VKW6hNWwwmTiS8U0eVtgKY7ttP4t27xB0+pDhmsnMXSba2aNepQ4q3N+WGLVBcy/d4TsjJ23A3XF09sGraDZCXg99re8aOnsnp05dVpvkadbOpqTEBb53w9nrJk4d2zJ/9B3r6uvi+c+R9ZBTbNu/7pvlw9vJBnrt7s3ie/IXOjzo6Fb9hzKcjfSN0p+4sMN2fixiZysHGjRtZvnw5JUqUIDg4GHt7e2bPns2ZM2c4ePAgTk5OVKhQgTZt2vD+/fv/SfarV684c+YMZ8+e/ax1WNOnT+fx48dcvHiRW7du8fDhQ5ycnL7wyuRrwR7ef0qdejVUnq9dtzoP7j9VOnbvzqM846vCzMyE2nWrExkeyeWbx6lZuxqNGtejXoNaChse3HtKnbp52VCDB/eUp5Hdvf04z/jZ0dTUpFqNyjzMll6SJJ48sqN1O2te+78l8J1yg16nXg3u59L3iDr1agJQukxJLItYcP9eVr58jInFycE1z3wpbGxEz96dsbN1JjU1VSHj7t1HijgxMR+JjY3DwCD3lIPMa6lZs4pSGkmSuHvnMfXq1/pkXuSFTEsPZGqkJ6l+0P9ayDS0kVISlI5JKQnUqVtTZfw6dWvw4J6y7929/UhR7qXLlMCyiIWSb2SWQ90Mme/fR/HSx4/e/bqiq6uDuro6Q4b1ISwsAlcXD4WM7HnasVNr0tLS8ryOb1UOHTu2wtTUmLt3H1G0qAV37ij7hr29C/Xr187Tplq1qiqlkSSJu3cfUT+HTWXLlqJoUQuePLFn8ODe+Pu/wcvrJY4OrtStp7osNDU1qVGzCvfuPlaSf//uE0Wa6jWroKWlpRTnpY8fb98E5pK7Zv1SXgXYYXPvDAMG9aR0mZIUKWLB3buPad+hJc5ObowcORCZTMaGjX/w55/zKVRIeVQgqxyUbfpUOWhqaiil09bSIjklhbt3Hit8MTExEYD6DeT5/TV8Maft1WtURktLk+NHzyhsf3DvCW3aNqdz17bMman88PW1bQBo2745JiaFOX70jMKmh/efKc5LkoSzkzuVq/zMs8cOudLXrludhznah/t3nlC7bvVccTMxMNQnPT2dmBjl+kZTU4Oq1X8lLjYOYxMjTh6/gCRJPLpvS6085NWqW51H95U7RA/uPMkzvqamBv0H9+TDhxg8n79QGaff4O6oqaspXmSA/P6zs3OmQb73XzVu33moOCZJErfvPKJBg6w0OjqFOHxoC5OmzCc0NFylrOzotG6DlJSIepEiJDs6Zp2QJJKdHNGsXDnPtDIdHcyO/4PZP6cw+mMF6mXKKJ1P9vBAu2Ej1MzkI/SaNWqiXqIkyc5OaPz0k5K+7/GckJPWba3R1NRk147DimMxMR9xsHfJ8/7+WnVzZGQUPi98+alSeWyfOaKurs7goX0ID4vg/t0n3yUfevTqiIfvE+49Ud15F/z4iM5UDoyMjDAwMEBdXZ0iRYqgq6vL9u3bWbNmDe3atePXX39l9+7d6OjosHfv3v9JdnJyMocOHaJmzZpUq1Yt37gfP37k4MGDrF27lhYtWlClShX279+f74Pf5xAeFqmY8pQTC0szwsMiPju+KkqVKQnAjLkTuXj+GjKZDG9PH05fPEDZjPn84eERWFjmZ4PydKv84mfHxNQYDQ0NRfqhI/vhF+hIj96dKFrEgp5dh5KSkqJCn/I1h4Vl6cu8dlVxLC3MlY4tXjaTgGAXXgXYU7xkUQb1G6ckIyybjO7dO6Cvr0dEuLLcTEzN5NcSFqpCr6W5yjSfg1ohA3knJ/3f+VH+StSRyWS5dEjpafmWe1hO3wuPzFYO8mvO7RuRSjJ7dBlK1Wq/4h/oxLswN8ZNGEbfHiP5EB2jkJFdz5AhvXkT8A4zU9VTOb5VOQwd2odbt+4Dslw2AYSG5i0/c2rY56QZPXoQIB/JatPGig4dBpCSkpLh46rlm+a4jzIJz3ZfWFqYk5SUTEyO0Td5vmSVx4rf/2b44Ml06zSUSxdusPbvZYweOygjbjhly5bit4Z1+bXyTzx+bIenhzddu7Vnw0blkYa8yyE833IwMVFOd//+EywtzSlZqhiWRcwxKmzIoqUz5NeUsbbna/miwgZTY9TV1XFycCM4KFRxPCYmlho1qzB53FxiP8YppfnaNgAMGNSTu7cfERwUmlVXZkxtPX/9CK+CHGnXsSWJiYmsXbklV3pzCzMiVPiEeR7tg7a2FvOXTOPCmau5ri9Tf73favHgzhNCMvIlIiwyT3nmFmZE5JiKGxGeO37z1k3xDHiGT5ADI8YNZGCPMUS9j1Yps1sv+WiO+3Pl0YDQsAilNa/ZUdx/KnyxSDZfXLd2GU+fOnDp0s2cIlSi074DSY8fI1NXJz0qSulcelQU6iaq66i0t2+JWb2a6IUL+PDnH8hkaphs3oqaWZYtHzdtJDXgNeanzmBx6zbGq1bzceMG0t68QaaukUvft35OyEmf/vLRqOwdVMi/nv2adfPw4VNRU1Nj+561BIS6MGbCUPr1HE1QYMg3z4ezpy4zYfRsenQawqa/d306geCHRHSmPoGvry8pKSk0atRIcUxTU5N69erh5fW/DceWLl0ac/PPu8n9/PxISUmhXr16imNGRkZUqlQp33RJSUnExMTw8aP8IScuLg5J+n4L+NTU5A+Hh/f/w4Wz1wDYveMwvi/96T+ox3ezA+DMyUu0aNKds6cuk5iUxN4DG/Odf/1v2bJxL82bdGXD+p3Uql0Nr1dPeR3kjKam8pq7pk0bsH3napyd3ImJif1m9uRCTR2Zpg7pid92VKogWbV2CRHhkXRqO4DVKzdjamaMzf2zBKgoh3r1avLzLxV5/frdd7Ovd58uREZ606aNNVZWDXPZ9G8xNTUmIsJLEe5ljFz07j2Sly/9OXJkW75rQb42a1dtpVSpEly9eZyZcyagpiajV+8uivNqMhmSJDF82FSioqIJDgln7tzfGTCgR67Rqa+Bl9dLRo+aQe3a1alZqyoePo8JCAgkLDSc9PRvM+M9s3N54/odpePNWzbm/ftonj7JPQr0tSlazBLrFo05evi0yvPjRsyknXUvbl2/h6GRAWMnDv1X+jQ0NNi+bx0ymYx5M3/PM17N2tX45+i5f6UrJ08f2dPOqhfd2w3m/u3HbNu7VrEOq2vP9ngGPMMz4Bleb22VNqf4mnTs2Aprq0ZMn6F66nBONH+tjEaZMiTctvl05BykeHqQePMGqb6vSHF1JXrxQtI/RKPTqZMijm637mj+8itR8+fxfswoPm7fhsGUqWhWzf+l7reie6+O+L5zkIdAR5o1z3/a+LdmydJZAMyevox2Lfpw/cptDh3fhq6ezjfXfeTgKe7deYy350vOnlI9nfGHQGxAkS+iM/UVUFNTy7XANOcICICent43t2XlypUYGRlhampKamoqAwYMIC4p622euYVprjeemYSF5n7LmF981TLk0xl8XvjyPjKa1NRUzC1MeenjS/ESReUyzc1yvU1StkF5EW9+8bPzPjJKoQ/k0178/QJISUnl2VNHKvxUjg6dWqnQp3zNFhZZ+jKvXVWc0DDlqRvv30fh++o1G9buoFO7AWhoqDNp/FwiI6MUaRo3rs/J03uYO+cPEhOT8pz+ERkhv5acb5ktLMw+a8qIKtS0DUBKR0qO+3Tkf0N6mvx+UFNXOixTU8+33HO+0TM3N81WDvJrzu0bWXGaNGtA67ZWjBo+DTtbJ3btOEyjeu159zaIfXuPKZUDwJBhfXB19UBLS/O7lcPVKzbs3XuM9++jqFevHRERyjZlYmmZt/yIiPdym1SkefHCl3r12irCmzeBALx+/Y5+/cZSqVJ5unRpk+HjeVxzjvsoE/Ns90VoWDja2loY5tgZS54vymV87eptmjbsTNOGnZk5balCroWFOSEh4QQFhRAT8xELC3PCQsN54f0KNTU1ihcvmmVTnuVgnm85vH+fO93Jkxc5f+4ad28/olLZ+qxZuRlTMxMCXsvXUn4NX8xO67bNkSQJ31evlY6XLFUcC0szgiM9CI70YMOWFRgVNiQ40oO42PivakO/AT14/z6a61flHTpFXZmxUD84MISXL/yIjvrAC89XTJ8zPtdmPeFhEZip8Imcb+c1NDTYsW8dJUoWo1/3UblGpTL1p6enExcbx61r9xTHzSxMc8lT0p9jgwcz89zxE+ITCPB/i7ODG7OnLCU1NZU+A+UjH7eu36OdVS/aWfXi+MHTxHyQv8zKOZJhaWFGSEiYSjsU958KXwzJ8EVrq8aUL1+ayHAvEuMDSIwPAODUP7u5fetULpk6HTqQ8vIlKc7OSGmpqBkbK51XMzYm7XOXFaSlkfryFRrFS8j/a2mhP3IUH7dvJfnpE1L9/Eg4f46ku3fQad9epb5v/Zxw49odWjTpTosm3VmzcoviJWdOn8+vnv1adbOVVUOaN29EamoqEeGRuLt6MnfmchITk6hdp/o3zQfB/z+IztQnKF++PFpaWjx+nDVXPyUlBXt7e3799VcAzM3N+fjxI3FxWY3Gv/02Vbly5dDU1MTePmur3A8fPuDj45Nvunnz5vHhwwciIiKQyWScPHkSPW15AySTyWjctAEOdqptc7R3pUmzBkrHmlo1zDO+Kt4EBBIcFEr5imVJSUnBzcWDJs1+o1yFMrx7G4RMJqNJswaKBeq5bXChSbPflI41s26YZ/zsZNeXSaY+J3tXZDIZWlrKI1MOdi40VaXPzhmAgNdvCQ0JU4qjb6BHrTrV88yX2Ng4At8FA/A+IooX3q8IDQlj+PB+nD67l8WLVnH61CXq1K2Bna3qNXApKSk4Oz/HyiprRFQmk2Fl3TDPNJ9CrZDBdxuVklKTkGkqv9WTaergYO+sMr6DvUsu38te7gGv3xEaEqZUtpnlYJ8hU0dHrk/KGGGIi43D3+8NyckpfIiOUZSDlVUj9PR06d69A/+cuPBdyyE2No5OnVpz6NApfHx88fLyITg4DGvrLPkGBvrUrVsDW1tHlTJSUlJwcnJXSiOTybCyasSTJ/b4+QUoQnb5MpkMmUyGkZEBtetUx95OdVmkpKTg4vycZlYNleQ3tWqoSOPq/Jzk5GSlOBUqlqVkqeK55MbGxuHvF4C/XwAWFqZEvY8mJCQMK6uGPH3mQNGillhammdcsxMVKpYjLS2NwMBgJZvk5aBs06fKISUlNc90jx/ZEhcXT9fu7UlMTFKs//oavpidPv27EhYaTqPGWbMMZDIZ0VEx7Np+COvGXbFu3JVVf27iY0ws1o278uSx/Ve1od/A7pw8cZ7U1FRFfrq6eNC4adZnA2QyGY2b1ee1/xs0NDVydaYc7V1p3FTZpiZWv+Fo76r4n9mRKlO+FH27jSQ66kMuW+T6U0lJSSEgIFBhk0wmo1HT+jhlk5cdJ3tXGmWzV66/QZ7xM1FTU1PU+3Gx8QT4vyXA/y2t2llz6th5wkLCaW6dtcW6gYE+9erV5Fm+95+bUhqZTEZz68Y8eyZPs3rNFmrWbkntuq0VAWDGzKWMGDVdSZ6eni7aVtYkXL0Cqamk+vigVSvbei2ZDK1atUjx8Mj3OrNdMBrlypL2Xv4SVaahgUxTE3KMvErp6YAsl77v8ZwQFxvPa/83vPZ/Q+u2Vty4eiejTlCuB79H3ayjK2833Fw9la4rPT2dMuVKfdN8+E+RLhVc+A/w9ff8/v8MPT09xo0bx6xZszAxMaFUqVKsXr2a+Ph4RoyQfyeofv366OrqMn/+fCZPnoytrS0HDhz4V3oNDAwYMmSIQq+FhQVLlixBTU1Nvh4lD7S1tZWm8airq9OnfzecHd0ZNW4wuno6nMiYVrF5x18EB4Xy5/K/Adi94xDnrhxi7MSh2Ny4T9ce7aleszKzpmZNVShc2IjiJYsq5pNnfo8jLDRC8YZw2+Z9zJo7EU93b86eusLSFbNJT0/n9yXrWP33UrkNR84qbAgJDmPFsvUA7Np+mPNXDzF24jBsbtyja48OVK9ZmZlTFmfZYGxE8RLZbKiYZcOOrQfYvGMV5pZmXDh7lfYdW2FoqE+DhnVITEykZetmVKhYjj+Wybcq3bn9IBevHWH8xOHcvHGP7j07UKNmFaZPXqTQt2PbQabPGoef72sCAt4xb+FUQoLDuHr5FgC16lSjZq1q2D51JDr6A2XLlmLuwin4+QUoHiyvX7vDyFEDOXfuKl5ePhw8vJmwsAgePcpaUH35yhEuXbrJzh3yHZe2bNrDzt3rcHJyw9HBlQkTh6Orq8uRbFN1LCzNsLQ0p1zG9zgqV/6Zj7GxvHsbRFS2Bxkrq4bI1DW/aOOJ+PgE3rwLUvwPDArF28cXI0MDiuaxriA94QPqBuZIqUlIqUmoFTICmYzjGeW+ZccqQoJD+UNR7oe4cPUw4yYO49aN+3Tr0Z4aNaswI1u579x+KKMcAngT8I65C6YQEhLGtYyd4hzsXIiOjmHLjr9Yu2orCQlJDBram1Kli3Prxj2FjNlzJlKqdHE0NTVp2qwBwcGhSusavnU5lC1biv37TyiObdmyl7lzJ/Pq1Wtev37DkiUzCQ4O4+LFLJuuXTvOhQvX2bFDvtPopk172LNnHU5O7tjbuzBp0gj09HQ5dOgkIN94omfPTtjYPODIkVMsXDiNnj07kZycTMeOrQkJDuXKpVsK+ecvH+LKpVvs3ilfAL5tyz627VyDs5M7To5ujJswFD1dHY4ekV9zTEwsRw6dYsXK+URFfeBjzEdWr12C3TMnxQN/23bNMbcww8HemcTEZKybN2LazHFs2bSX2Lg4Zs+ZxORJ84mJ+cijx5eIiHhPRMR7Nmz8nUOHTnLmzD4uXrqhKIfNm/awa/c6nJ3ccXBwYcLEEejq6nL4cNabfktL84xyKJ1RDpW4cOE6CxdOU6Tbuu0vDAwMePLInuEj+7Ni1QIePbBVrP/6Gr6YSZNmDShTpiQL561k4ZLpuDg/x8nRjTHjh6Clrcmmv3cRHh7Jlh2rMDY2Ij09HW+vl2zdtPer23DkoPIUvx1b97Nt1xpkamrcsXlI954dMTQypP5vtbl07gZrNy0nJDiMv37fAMDenUc4fWk/oycM4fbNB3Tp3o5qNSozJ2OXVQ0NDXYeWE/V6r8ypO8E1NXVFCNn0VEfSElJVehu1LQ+2tra/FSpPD36dsbVyZ3hYwaiq6vDqWPnAVi/bQUhwaGs/l3+iYn9O4/yz6V9jBo/mDu3HtCpWzuq1qjM3GnynQR1dHWYOH0UNtfvERYSjrFpYYaM6ItlUQuuXFBet9SoaX1KlSnBiSNniIx8z/x5k3n5yo/Xr9+ybOksgoJCuXAha9e9m9f/4fyFa2zbfgCAvzfuZv/ev3F0csPe3pnJk0ahp6fDgYP/ABAaGq5ydOTN20Bev36rdKx3r87I1NVJvCW/H+NOncRo7jxSfLxJ8fJGt2dPZIV0SLwunzZvOG8+6eHhxO6R70iqN3gIKZ4epAUGItPXR69PP9Qti5BwRT5lTIqPJ9nFGYOxY4lJSiItNASt6jXQad2Gj9u2kv4xBqO58+jdz+67PicAlClbigYN6zCg1xhs7Z2ZPWcivr6vCXj9loWLp3+XutnO1onoqA+kpacxaEhvggJDqVChNGXLlSI+PuGb5kPpMiXp3qsjt2/eJyoqml8q57+MQ/DjIjpTn8Fff/1Feno6gwYN4uPHj9SpU4cbN25gnDE0bmJiwpEjR5g1axa7d++mRYsWLF26lNGjR/8rvevXr2fs2LF07NhRsTX627dvKVSo0P8kZ/b8yZhbmOHh7kW/HqMVi3iLlyiqtD27g50L40fOYs7CKcxbNA1/3wCGDZiEt9dLRZw27a3ZuC3rmyw798sfhtf+tYW1f8m3hN29/RDa2los+3MuxsZGBL4Llu9sdGK73IbuoxQLn4uXKKa0VsHBzplxI2cyd+FU5i+ehr/va4b2n6hsQ7vmbMr2XZhd++WV25qVW1j71xbKlC3NtFlj6dSlDZIkERHxnvfvo2jfsi/rNi4nISFRkdbezpkxI2Ywf9FUFiyZjp/vawb3n6Ckb/OG3ejp6bBu0+8YGRli+9SRPj1GkJQk/1ZYQnwiHTu1Ys78Sejq6hIaEsYdm4esWzOV5GT5dE8tLS1kMhndu3ege/cOCtn7D2yiXdt+AJQtVxpT06zpFmfOXMHM3JSFi6ZjaWmGm5sX3boOVZpGMHLkAOYvmKr4f9NG/jA9ZvRMjh45ozg+eEhv0lMSIS339NNP8dz7JcMnzVH8X71Zvki2S7uWrFg4Q2UaKTmO9Dh11HWNQU0DKTWJtJgQRbmXKFE0482oHHs7Z8aOnMm8hVNZsFheDkNUlIOurg7rNy7H0MgQ22eO9Ok+UlEO799H0afHSBYsmsrZSwfR1NDE2/slg/tNwCNjN6/NG3ajVUiL6TPGoa6uhraWFt26DFXIgG9fDk+fOuDj46s4tm7ddvT0dNi6dSWFCxvy5IkDnToNIikp6ztg5cqVUvreyenTlzAzM2Hx4ulYWprj6upJ586DFDYlJibRqFFdJk4cjrGxEYmJSVSp8jNqampoamrSs9tw5WsuW0rxLR6Ac2euYmZmyvyFU7GwNMfdzZOe3YYrbXgwf84K0tMlDh3Zgpa2FnduP2RmtgeJlJRURo4eyIq/5iOTyfD3C2DhvD85uP8fktJS0NXTYe26pRQubERcXBw6Ojrs3LWGs2eusGzZWpycb2OabWOQM2cuY2ZuwsJF07C0NMfNzYuuXYcolcOIkQNYkK0cbtnIO1rHj59TpPv4Ub6O9PyVw7z08cPPN4CQ4KyNIb6GL2YyYFBP7J45sXPbAVJTUpgzfzIWluY8d/eiT/eRSvdD9u8ZfgsbXr1U/nbX+bPXaNGyGf0H92DIiL6kp6fz7m0Qxw6dYc/2Qxw5tVOpfXC0c2Hi6DnMnj+JOQun4O8XwMiBk3nh9QqAIkUtaNO+uTzfH55R0tWr0zCePs6aZdFvYHfsbZ25cOYq0+eOx9zCDM/nLxjcexwR4fLpbMWKF1HWb+/K5NFzmblgErMWTua13xtGD5qCj7dcf3paGhUqlqFn33UYmxgTHRWNq7MHvToO5eULXyV7+gzohoOtM74vX+P7cj9pGrBj22oKFzbk8WN7OnQamOP+K610/506dRFzMxOWLp5JkSLmuLp60KHjwC+a4jV8WD8SHz5AipNPOUy6e5ePRoXRHzocNRMTUn1fETVnlmKTCHULC6V1JDJ9fQxnzELNxIT02I+k+vjwfuIE0gICFHE+LF+O/qjRGC1YiJqhIWmhIcTu3UPCxQsAfDQq/N2fE0DuB0GBIdy785hL12zQ09Nl85Y/MTIy5OkT++9SN0dGRtG161CWLJlJSmoqC5ZMA8DPN4BJY+d+03xISUmhqdVv8g6srk6uzwf8UHzHtff/RcR3pv5DxMXFUbx4cdatW6cYFfscMr8zVVD8CC6W9gNUBImp/3tH5muS+Z2pgqRY+XYFbQIJKd/vg9mqSP2WOyl+Jjoa324jls8hOT3105G+Mbqa328jjh8VbXXNgjYBdVnBrzYI/Kj6g93fTX+jCp+O9I2p7qx6jdj3IjY58dORvjH6Wv/bi+pvwQ/7nak1wwtMt+6s3N+d+9EQI1M/MM7Oznh7e1OvXj0+fPjA8uXy6QxdunT5REqBQCAQCAQCgUDwrRGdqQLizZs3ig0sVOHp6QnA2rVrefHiBVpaWtSuXZuHDx9iZvbl33MQCAQCgUAgEAg+m//IRhAFhehMFRDFihXLd8e/YsWKUapUKRwdVe8oJBAIBAKBQCAQCAoW0ZkqIDQ0NKhQoeDnSQsEAoFAIBAIBHkh/Uc+nltQFPzKT4FAIBAIBAKBQCD4DyI6UwKBQCAQCAQCgUDwBYhpfgKBQCAQCAQCgUA1YgOKfBEjUwKBQCAQCAQCgUDwBYiRKYFAIBAIBAKBQKAaSWxAkR9iZEogEAgEAoFAIBAIvgAxMiUQCAQCgUAgEAhUI9ZM5YvoTP0fICk1pUD1F9bWK1D9AOEJMQVtAqnpaQWqv1j5dgWqHyDI91pBm4B+iWYFql+GrED1A8SnJhWofkNt3QLVD5CcllrQJmCkVbD5IJMVvC8mpiYXtAkYaOkUqP6f7N8VqH4o+OcEA+2CLQMAXY1CBW2C4D+KmOYnEAgEAoFAIBAIBF+AGJkSCAQCgUAgEAgEqkkXG1DkhxiZEggEAoFAIBAIBIIvQIxMCQQCgUAgEAgEAtWIDSjyRYxMCQQCgUAgEAgEAsEXIDpTAoFAIBAIBAKBQPAFiGl+AoFAIBAIBAKBQDWS2IAiP8TIlEAgEAgEAoFAIBB8AWJkSiAQCAQCgUAgEKhGbECRLwUyMmVlZcXUqVMLQrVAIBAIBAKBQCAQfBUKpDN19uxZfv/998+K+/r1a2QyGS4uLt/WqP/PmbdwCl6vnhAU/pxzlw5SrnzpT6YZOXogrh73CI7w4Nbd09SqXU3pvLa2FmvWL8U3wJ63Ia4cPLoFcwvTXHIGjejDY9fr+EW44B/pym9N6uWrt33nVtg8O493oB3XHp7GqmXjPOP+sXYh/pGuDBszQOn4hOkjOX3tIJ5vn+Hq9xCAhYum8crPlvBILy5dPkz58mU+mQejxwzCw+shEe+9uXv/HLXrVFc6P2x4P65dP05QiBux8f4YGRmolNOmrTW+vrYkJASQkBDA27fOn6V/zJjBvHjxmOhoHx48uECdbPqNjY1Yv34Zbm53iYry4eXLp6xbtwxDQwOldC4ud7C3v4H/Oyc8fB6xaNlM1NXVlfR07tqWJ/bXeBvqxv0nF2nZqmkuW+bMn8zzFw95E+LK6Qv7KVdO2YfKlS/DoWPb8PZ7ht9bRy5fP0ajJvUV5/v274amWTmVAVneVZGDizsTZi/BuvMAqjRqx+0HTz6Zb/mxePEMXvs7EB31kmtXj1HhM8ph7JghvHjxhA/RL3n44CJ16tRQOr91y0q8PB8RHfWSd29dOH1qL5V+Kq9SlolJYcLCPEhMfENUlA9Xrx77pr6Qndq1q3Ht2nFCQ54THfWSmA+v+BD96rvlg4lJYS5dPIy790Pehbnj4nGPv9YsYtzEYTi63eZtqBvXb5+kZq2q+drxKX/t0KkVJ8/t5YX/M8I/vKBK1Z9z++9nXO/I0QNx87hPaIQnt++eUVkHrl2/FP8ABwJD3Dh8dGuuOrBWrapcvHyYgHfOBLx14uz5/VSp8jMjRw/ksct1XgU74vH6Ka6vHuET5MAjp2vMnD8JDQ3liSMdurTmzrOL+AQ5cPPRWaxbNlE6P23OOO48u4j3W1vc/R5z7OxuatRWzse9Rzfx1O0mPkEOOHje4cKtozx1u8mLQHvO3zxK9VpV8s2P9p1bcfvZBV4E2nPj4Rmsc9TNU2eP4/azC3i9scXN9xFHz+7KZUPZ8qXZfWQjzj73eRFoz5tQV96Gu3Ht9j+fLPdOXdvwyP4qAaGu3HtykRY5yr19p1b8c24vXv7PCP3gTeWqPyudL2xsxJ+rF+Ll95SQaC9Corxw8rhLteq/5qsX/n17WKXKz+zZ/zfPvR8SFP6cl6/tCAhyJij8ORcuHVL4Y6/enXn09DLBYc958eopW7b9hbFJYYUN/9Yfm1k15KbNKd4Fu+Lj+4xly2cr2oPFi6fj7++gqJesrRsRHu5JSIh7nvnyb+ulQYN6kpj4hvAPL3IFMzOTPPX+2zarYeN6ufT5RTjjF+GMd5AtZ28colrNynnqB2jXuSW3np7F690zrj04+YlnlQX4RTgzbEx/lee1tDS5fPdEvvoEPy4F0pkyMTHBwED1Q6cAkpOTv6q8KdNGM2bsEKZPWUwrqx7ExyVw5vx+tLW18kzTrUd7/lg5n1UrN2PVuAvPn3tz5vx+zMyzKrc/Vy2gbbvmDB08iY5t+1OkiCWHj27LJWfB7zN5/z4au6dOAOw4uB7TPCrJWnWrs3H3X5w8co4O1n24dfUuOw9v4KefK+SK27pDc2rWqUpIcFiuc5qamly9cIuj+08BMG36GMaOG8qUyQuxataNuPgEzl88mG8e9OjRgZV/LWDlnxtp3LAjz929OH/hIObmWY2Tjk4hbt26z9o12/KU06VLWw4f2YqxcWEmT15A796jefPmHZcvH0FbWzvPdD17dmL16kWsWLGBBg064O7uxaVLRxT6ixa1pGhRS+bOXUHt2q0YNWoGrVs349KlI4p0gwdPomLFslSoUJYeXYYyatg02rZrzqJlMxR66taryc696zh6+DTNm3Tl2pXbHDy2lZ9/qaiIM2nqKEaNGcTMaUtp26I38XEJ/HNur1L+HTu5Aw0Ndbp3GkLLZt3xeO7N0X92YGFhBsD5s1dJiQxQCunJ8aSnJOS7uDUhIZFKFcqxYMb4PON8Lmo6RkwYP4xJk+bTuEkn4uIS/qdyqN+gPe7unly+dFjJD5yc3Rk1egbVa1jTsdNAZDIZl68cRU0tdxVrY3MaHZ1CALRv35+4uPhv5gs7dqxRyNDT0+XixcO8fRvI/v3HSU1NxcnJndjYWOLjE79LPqSnS1y6dJOB/cbRoHYbJo2fS/uOrViyfBZrV22lRdNueDz35uS5vXk+SH2Ov+rq6mL71Infl6wFoO+A7rn899wn6sDuPTrw58r5rFq5iaaNO/P8uTfnzh/ALNv1rly1kLbtWjBk8CQ6tO1PkSIWHDm6XSnPz5zbz9u3QbSw7k6b1n2IjY3jyvXj/LlyARtW72B4/0k8d/dCQ1Od7m0HsWz+KvoN7sH0uVn+XrtedTbvXsU/R8/S3qoXN67eYfeRjfz0S1a96PcqgMVz/qR14x70aD+Yt28DOXJmJyamxoo4Tx7ZM374TKzrdeLQvhNUq1GZ5KRkOjbvg9fzFxw+tSPPurl2XbkN8rq5Nzev3mHX4Y1KdbO/b4YNTbrTo/0Q3r0J4vDpHUo27Du2GQ11dXZs2oeamhp2tk6kpabh+yqAE+f25FnuderVZMfedRw7fJqWTbpx7YoNB45tyVHuOtg+deSPjHLPSZEiFjRsUg/tQtrMmraEGVMWUbiwEVdvnvjm7WH1mlUID49k9MgZ7Nx+EF1dHbS1tdi+dT9xcfGcO7+fxk0asHP3Wg4fOkWDum0ZMmgitetUZ/OWP7+KP1ap8jOnzuzBxuY+TRt1ZtiQybTr0IJly2czY8Y4xo8fxqRJ82jSpDPx8QmcP3+Ap08d8syXr1EvnTp1iQkT5pKcnMyCuSvo3G4Age+CSU1JzVPv12iz7G2dqVyxkSLMmLKYtLQ0IiPe09GqH14ePhw8tQ1TM2OVNtSqW52Nu1Zy8uh5Olr34+bVe+w4tJ6ffs79Eq11e2tq1Fb9rJLJnCVTCQsJz/N8QSOlpxdY+E8gFQDNmjWTpkyZIkmSJJUuXVpasWKFNGzYMElfX18qWbKktHPnTkVcQCk0a9bsk/KHDBkidenSRVqxYoVkYWEhGRkZScuWLZNSUlKkmTNnSsbGxlLx4sWlffv2KaV78+aN1KtXL8nIyEgyNjaWOnfuLPn7+/9ruW5ubpK1tbVUqFAhycTERBo1apT08ePHXHL/+OMPqWjRolKZMmWkZcuWSZUrV851bdWrV5cWLlz4GbmcRXBwqLRw3p9SYb3yUmG98lKpotWlhIREafiQyYpjOYO9nbO0a8chxX9j/QpSYGCwtHTRaoWMpKQkafCACYo4dWu2kiRJklpa9VCS8/SRnfT0oZ3Ur8tISZIkKSQ4TPpr2QapjEm1XOHS2euSzfX7Ssec7F2lI/tOKh2rX7mlFBQYIrX6rZv0NuCdtGzeKpXyZkxYKH2I/iAFB4dK8+aukPR0ykh6OmWkopZVpYSERGnIoImKYzmDnZ2ztGP7QcV/fd2yUmBgsLRo4V+54rZt3UeSJEkqVqSq0nFD/fLSu3dBUnT0B2nOnN8lbe2SkrZ2Scnc/FcpISFBGjhwvOJYzmBr6yRt27Zf8b9QoVLSu3fB0oIFK/NM06/fWCktLU3avv2gpK1dUlq1arNkb+8ivXsXLC1fskYyM/xJ6t97jBQfnyCVLlZTMjP8STp35op049odyczwJ0Wwt3OW9u89rvgfEhwqLV7wl+J/2RK1pISERGnksKmSmeFP0k9l6kuSJEkd2/RTxCldrKYkSZLUvfMQxbHkcN+sEOEvpaenSykxocrH8wk//fSTdO3M4c+OnzOkp6VIc+b8Lmlpl5C0tEtIZua/SAkJCdKAgeMVx3KGzHLI/K9dqKT07l2wNH/Bn3mmqVW7pSRJkvTzL42Ujk+cOE9KTEySdu06LEmSJFlYVP6mvpCYmCjp6paRtLVLSr/91kGSJEkqX76eFBQUIs2Z87tUs5bczrp123zXfMjua28C3kkfP8Yq/psbVZKCAkMU/pozfI6/ZoaaVawlSZKkiPBIlf47bMhkyVCvnMpgb+cs7dxxUPHfSL+8FBgYLC1ZtEoy1CsnlShaTUpKSpIGDRiviFO7pvx6m1t1lwz1yknNGneRJEmSfvmpkSJOg3ptJUmSpOPHzkkljatIJY2rSKVMqkrBgSHSyqV/SyWNq0i7th6UbJ84KM5fPHtNsrl+T/G/pHEVydHeRTq87x+lY9nDL6Xk92TfLiNUnndycJVsbtyX0tLSpHIWNaXSptWk4KAQaeWyv6VSJlVzhUwbsh9ztHeVDu/7R2X8UiZVpV9LN5AkSZL6dR0plTKpKlWv0ESSJEnq0X6I5OTgJh3YfUwqW6yWJEmS1KvLMCkoMET6fclaycKwUq5w/swV6ea1u0rHHOycpQN7j+eKW7tKc0mSJMm6UZdc50KCQ6UlC1Yp/k8cM1tKT0+XRg6b+s3bw8yQ2Sbv3nlYun/viVSiaDUpISFROnH8nOTn+1rJD2fOWCq9exf0Vfxx7eqtkqODq5L83j1HSvHxCVJISJhSG7Vx4x4pNTVV2rnzoBQVFf3N6qVMOXt2HpbMDH+SKpWtLyUlJUlR76P/VR3wqTYrZ3B0cJXi4xOkdX9ulcqa1pDKmdWUgoNCpVXLNkplTWvkCpfOXZdu37ivdMzJ3lU6uv+U0rEGlVtJQYEhUuuG3aW3AYHS8vmrc8ka2nuC9PKFr9Tqt+7/07Pd9+Tj3O4FFv4L/BC7+a1bt446derg7OzM+PHjGTduHC9evADAzs4OABsbG4KDgzl79uxnybxz5w5BQUE8ePCA9evXs2TJEjp27IixsTG2traMHTuWMWPG8O7dOwBSUlJo06YNBgYGPHz4kMePH6Ovr0/btm2VRor+V7lxcXG0adMGY2Nj7O3tOXXqFDY2NkycOFHJ3tu3b/PixQtu3brF5cuXGT58OF5eXtjb2yviODs74+bmxrBhw/6n/C1SxIJ7d7OmRsXExOLo4ErdejVVxtfU1KRGzSrcu/tYcUySJO7ffaJIU71mFbS0tJTivPTx4+2bQEUcuZyq/PzrT8wYv5D0jDcMto8dqFVXeXpCJjXrVuPx/WdKxx7ceaIUXyaTsX77CnZtPsDLF76fvH6ZTEaRIhbcvfsoWx58xMHehXr1a+WZBzVrVlFKI0kSd+88zjONKmrUrELx4kUxMjJk2LC++Ps7cOHCQUqUKIq9vQv169fOU3+tWlW5cyeH/ruPqJ+PfhOTwshkMm7ffgCAlpYWSUlJ3L37iDp15eWSmJiIjk4hqteQT2GoU7cGD+49VZJz9/Yj6tStAUDpMiWwLGLBg3tZPvQxJhYnB1fqZsh8/z6Klz5+9O7XFV1dHdTV1RkyrA9hYRG4uniotFWtkAFI6UhJcfll4ddDTQOZmga37zxUHIqJ+YidvQsN8vEDVeVw5+5DGuRRdrq6OgwZ3Ad//wDevg1SHP/554osWjQdbW0tHB1dlWz4Fr5gZGRATEwsaWlpAPj4+BIR8Z6pU8dQtKgljx7bMWxoH7y8fHju4f3d8iE7xUsWo0TJYko+IkkSD+49UfhrTj7lr6owNTPJ5b8ODi6fUQdmpZEkiXvZ6sAaNauqrAPfvAmkXkacly/9iIx8z6AhvdDU1KRQIW2GDO2LJElcvnRTSfaj+8+oVbc6pcuWxKpFI549dlScr1W3Oo9U1ovK046z7Neg/5CefPgQg+fzFyrPV63+K4aG+jjauZCampphg22eMuU22P5vNgxWtiHqfTSvXvrTq19nqlb/hScP7Rg8rA/hYRG4OD/nwb2neZZj7bo1lMoQ4O7tx/mWe05U1WWampqkpqbmmsKd/fzXaA+zbCipaJMNDQ2IivpATIY/amlpUbxEUVq1tgLA3MKULl3bctvm4VfxRy1tLRKTkpTsSUyQtweWluaK+9vKqiGdOrXC1taJcuXK5JkvX6NeypRzP6NMevfrSkJ8Irdu3v/iOuBz2qyc11K9RmW0tDQ5feyC4loe37elZh7PKrXqVONxjvvh4d2n1Kyj/Kyybvsf7N5ykJcv/FTKMTM34c+/FzFj/CISEhJUxvkhSJcKLvwH+CE6U+3bt2f8+PFUqFCBOXPmYGZmxt27dwEwNzcHwNTUlCJFimBikvcc2uyYmJiwadMmKlWqxPDhw6lUqRLx8fHMnz+fihUrMm/ePLS0tHj0SF4R/PPPP6Snp7Nnzx6qVq3KL7/8wv79+3nz5g337t37YrnHjh0jMTGRQ4cOUaVKFZo3b86WLVs4fPgwoaGhCrl6enrs2bOHypUrU7lyZUqUKEGbNm3Yv3+/Is7+/ftp1qwZ5cqV+5/zODwsQul/WFgEFpbmKuOamhqjoaFBeFhkLhkWlvIpW5YW5iQlJRPz4WMuuZYZcYoUtUBDQ50Du44RFBiiiBMZ8R7zjKlfOTG3MCMiXFlvRHikUvyxU4aRlprGgV3H8rtkBZlTjMJU5IFlXnlgJs+DsNDPT6OKsmVKKn7//fdOuncfRnT0B27ePElU1Ic8ZZmZmcj157A5NDQfm02NmTdvEjKZTJHOxuY+DRrUxtjYCEtLM4oUtWDm7AkACjkWlma59ISHRyrK2sJCHi+XP2SLA9Cjy1CqVvsV/0An3oW5MW7CMPr2GMmH6BiV9qppG5CeFIt80PnbI1OTrwvI5Qeh4VhaWqhMk1kOoWHhOdLkLocxowcTGeFN1Hsf2rSxon2HAaSkpADyTu3hQ1vYtfswANHRH5TS5leuX+4Lk9m3L+seiY2No3Xr3nTt2g6A+/fO0bq1FZ27DCYtLe275EMmO/euIyDYBZfnd5HJZKz6c5Oy3By+lZ1P+WteqKrP8ss/VXmePY2FhRlJSUl8yFEHZo8TGxtHh3YD6NOnK6ERHgSFutOqdTNkMhkhIcpTfhpbNaBl22Y8dLyK3VMn1q3cojhnbmGmwv7IXPVoi9ZN8Xpjy8tgR0aOHcSA7qOJeh+tFGfekmk893+ChoYGhoYGjBw4RXEuQoXM7DZ8qm4GaN66KZ4Bz/AJcmDEuIEM7DFGyYYB3UdTtUZlNDQ02Lp3DWMnDKVvj1F8iI4hPDwi33LPXQflHV/1NSjXZSYmhZk2axx+vgHfvD3MJPN/iRJF6NajPQf3nVDIkySJUSOms//gRiKivHnlZ0fMh4+sWrn5q/jjHZuH1K9fix69OqGmpkbRopbMnjdJyV4Tk8Ls3r2OUaOmExQUmuc64K9VL2XKyczfAYN6cub0ZUJCwr64DvjcNisTE1Nj1NXVcXV8rjQVT+7fudeBA5hZmBER/l7pmPz+yYo/dnLms8pxlTIAVm9ezrEDp3F38cwzjuDH54foTFWrptyTL1KkCGFhec8t/RwqV66stF7B0tKSqlWzFreqq6tjamqq0OPq6sqrV68wMDBAX18ffX19TExMSExMxNfX94vlenl5Ub16dfT09BRxGjVqRHp6umL0DaBqVflbpeyMGjWK48ePk5iYSHJyMseOHWP48OH5XndKSgqSJClCXNx3euuvgmkzxwLyt5dfiyrVf2HY6AHMnLgozzhderbnecBTngc8ZcW6hV9N9+fSu08XQsKeExL2nB27subuX79+F2dnd0aNmokkSZQoUfSr6TQw0OfcuQO8fOmvdNzG5iHz5q2gZcum1KxdjWeON7C5dR8A6St/hG/V2iVEhEfSqe0A2jTvxdUrNhw5sUNlwyrT0EamoUV64kcVkr4OMm19NEzLKALIvpkugOMnzlG/fltatOzJy5f+HD2yjUEDexEZ4U1khDe//PIT9+59vXshLzJ9wcvrJb///jd9+3YlIsKLiAgv7O1v4Okpr3d69ByOh8cLzp87SKFChb6aflX5kHMt1qJ5K2nRtDsTx80FYNTYwV9Nf49enXgd6MTrQCce2V75anK/hEKFtNmydSXPnjnS0roHrVv25tVL+RtqbS1Npbi3rt3jhdcrJo6cTfPWTRkzcej/rO/JI3vaNutJt7aDuHfnMdv2rc21BmrH5v0M6DEGgLT0dP7etuLLLi4Pnj6yp51VL7q3G8z924/ZtlfZht9Xz1d0ruZMWcq1KzYcPrE9z87Mv6FFq6b4BToqgqZm1qYe+gZ6HD21E58Xvnh7vfzqujOp9HMF3oa4KoKGprzct+xYzaqVm7mbbWTHwECfv1YvYvVfW2jWuAvduwylVOkSLFs+66vYcufOIxYt+IstW1fy/oMPXj6PqZtjE5lt21Zx4sQFHj2y+yo6M8lZL6miTt0aVPq5AkcPn/6quj9FZgf39o0HX01mleq/MHR0P2ZNWpJnnCGj+qGvr8v2Dfu+mt5vhhiZypcfojOlqancqMhkMsWUsK8pMz89sbGx1K5dGxcXF6Xg4+ND//79v1ju55K9s5VJp06d0NbW5ty5c1y6dImUlBR69uyZr5w1a9ZQsWJFRahXT75zXs63hxYWZoSFql7sGBkZRWpqaq43MuYWZoqRmtCwcLS1tTDM8dbKwsKM0Iw4detWR5IkTl09wMtQR46e2wXIKxADQ32VusPDIpQW1AKYmZsqRtbqNqiFqbkJj12v8zLUkZehjpQoVZwFv8/gofNVAGyu36ODVW86WPVm/cptSJKksC23rXnkQYQ8D3K+xcovTSZXr9jQsEEHGjbowIRxc5TSgnyDEX//N5iZmeYpKyLivVy/Re63mjnT6OvrcfHiIWJj4+jZc1SudJs27eHUqUvcvfOIn8s14NqV2wC8fi2fihoWGpFLj7m5qaKswzJGI3L5Q7Y4TZo1oHVbK0YNn4adrRNurp7MmbGMxMRE+vTvmuv61AoZIKUmQdrX3WwlO1JyHKlR7xRBkuTTSnL5gaU5oaGqX95kloOlhXmONLnLISbmI698X/PokS19+42hUqUKyNRk1KvXFl/f16ipybh+Tf6G8mjGovDAQBcWLZquslxz2vC/+kLv3qNJTU3l8uVb1KvXllWrNhMVFc3cuX9k6A5h8JBJlClTkk6dWn/TfOjSpa1SnLCwCF699OPsqcukpaXRqXNrpU63RTbfysmn/PX6tTtYN+mKdZOu9Os5KiuOivosz/s/ow7MpSdbmrCwCLS1tXO9uc8ep1fvzpQqXYLxY2fj5OSOg70LQwdPQZIk2rZvoZROR6cQbwMCuXj2Gn8t28C0OeMUL+7CwyJU2G+aa8ZBQnwCAf5vcXZwY/bkJaSlptF3YDelOFHvo3F1cic1NZX9u4/RvHVTamVMTTJTITOTT9XNKm2YspTU1FT6ZNjQqGl9WrRuyoQRM0lNTSUm5iNzZyxX1BPm5mb5lnvuOijv+ABPHtnRvEk3RXgfGQVAqTIlOHFmD7GxcQwbMBEzc9Nv1h4+e+pE04adFSFzJ7srl2+ybvU2JXmlShfH9pkjmzbuxsPjBbdvP2TGtMX07N35q/gjwNYt+6hYrj6tW/amQb129Ok9WsleK6uGTJs2mthYP3r06EDt2tUpXNiI2Fg/hgzprYj7b+ulnHLMLUwZOKQX7m6euLl4/Ks64HParOy0btscSZLw9w1QOi7378hc8QEiwiKUNiCBzPtHHr9ug5qYmpvwyOUqPiH2+ITYU6JUMeYvn84DJ/lLnt+a1KVm3Wp4B9niE2LPXfuLKnUJfnx+iM5UfmSO1mTOr/1W1KpVi5cvX2JhYUGFChWUgpGR0RfL/eWXX3B1dVUaIXr8+DFqampUqlQp37QaGhoMGTKE/fv3s3//fvr27YuOjk6+aWbMmIGTk5MiPH36lJCQMJpZNVTEMTDQp3ad6tjbOauUkZKSgovzc6U0MpmMplYNFWlcnZ+TnJysFKdCxbKULFVcEWdQ/4l4erzg8rkbdGjWh7lTlwEQFRnN1Qu3VOp2tnejUdP6SscaWzXAyd4NgHMnL9OuSS86NOujCCHBYezacpAhvcYBEBcbT4D/WwL83xIZ8Z709HRCQsKwsmqklAd16tbAztYpzzxwdn6ulEYmk2Fl3TDPNJnExsbh5xeAn18AV6/eJjExiQ8fYrC2lsvS0NCgTJmSFC1qga2to0oZKSkpODm5K9Io9Fs1wjabfgMDfS5fPkJKSgo9egwnNjY2z3SPH9qSmJhE954defc2CLeMdSoO9i40adZASX8z64Y42LsAEPD6HaEhYTRp9pvivL6BHrXqVMfeXl7WmX4p5XiLlJ4uqdjRToZMS/+bjkrJjZEgPTUrpKUgpafS3Dpr+1oDA33q1a3Bs3z8QFV+Wls15lkeZZcZRyaTIUkSvn6v6d5jGHXqtqFuvbaEh0dy9qy8MW3RoidHjpymbt0aX90XkjLWRmT6Y2xsPCkpaXh6+hAcHEpz68akp6cjSRK6urrfNB/y2iktJSWFVxmjqVoZcWQyGU2a/YaDver66VP+Ghcbh7/fG/z93ijWakVGvM/lv3Xq1Pif68BmVr8p0rg4u6usA0uVKo5dRhwdXR1FHmeSlJREeno6v/76k5LsRs0a4GQvX0unpiZDQ1NDce842buqqBd/U8TPCzU1NUW+Kl9fKu6untSrn7WWRiaT0ahp/TxlqrKhiVWDz7Mhox0vlLGLZVJSMu6uXgp5mfVEk2YNFOWYE0d7F6UyBOVyV0VCQiKv/d4owgvvV4SFRrBjz1qSk1MY3Hc8mlqa37Q9fPzIFn+/APz9AtDW1mLjlhXExcXj4521hsbAQJ86dWrw8WMs6Tnq0LQ0+YtZj+cv/rU/ZhIbG4edrRPeXi9p8Ftt3r4NIiQkDGvrRjRr1o169dpibd2d5OQUzpy5TEzMR+rVa8uFCzeU8uXf1Es55TRv2ZQuXdtx9NDpf10HfE6blZ0+/bsSFhpO/UZ1lK6lYdN6OGc8e+TEycGNhk2VP/PSqFkDnB0yn1Wu0L5pbzpa9VWEkOAwdm85xJDe8p06l89bTYdmfRTnh/edlEuP4L+BxqejFCwWFhbo6Ohw/fp1SpQoQaFChf5V5yYvBgwYwJo1a+jSpQvLly+nRIkSBAQEcPbsWWbPnk2JEiW+WO6SJUsYMmQIS5cuJTw8nEmTJjFo0CAsLS0/mX7kyJH88ssvgLwT9im0tbVzTalZv2YHM2ePx8/3NQEBb5m/cBohwaFcuZTVoTl/+RBXLt1i9075mo5tW/axbecanJ3ccXJ0Y9yEoejp6nD0iHz4PSYmliOHTrFi5Xyioj7wMeYjq9cuwe6Zk6JCe+3/hnVrtrF95xoe3H2iaBQ0tTQ5tEf+hn7dtj8ICQ5jze/yNRP7dx7lxKW9jBw/mDu3HtCpW1uq1qjM/Gny75JFR30gOkp5vUlqSgrhoRH4vcp6q1SseBGMjI0oVrwoaurqnDlzmXnzJxP4LpgXL16xcPF0goNDuZRtEfjlK0e4dOkmO3ccAmDLpj3saZTQlwABAABJREFU3L0OJyc3HB1cmTBxOLq6uhzJNgXBwtIMS0tzxTdCKlf+mY+xsbx7GyTPl4+x7N1zlIGDerJo0XTi4xNo0aIxhoYGBAWFcvFilv5r145z4cJ1duw4CMhHlPbsWYeTkzv29i5MmjQCPT1dDh06CWQ1Urq6OgwfPhVDQwMMDQ04ePAf1q1bpki3a9daDA31sbN1Zvqs8UybOZarl20Uo6e7th/iwtXDjJs4jFs37tOtR3tq1KzCjCmLFbbt3H6I6RlrC94EvGPugimEhIRx7bINAA52LkRHx7Blx1+sXbWVhIQkBg3tTanSxbl1455Secm09UFGxnqpTxMfn8Cbd1kbGAQGheLt44uRoQFFi6he45MX6QkfmDt3Eq9e+eP/+i1Ll8wkODiUixezHhKuZ5TD9oxy2LhpN3v3rMfRyQ0HRTnoKMqhbNlS9OzZCRubB0RERFK8eFFmzZxAQkIi16/fAcDPL8s3N2zYxdy58kZTJpOxatUigoPDvokvgHydQHp6OrdvP2Tlyvls3PgH//xzngULptKufQvS09Pp0aPDd8mHtm2ssbA0x9vtBXFx8fz8cwUMDPRJT0+nYaO6OBXSZsz4Iejq6XD8iHyzoS07VhESHMofy9YDn+evhY2NKFGiKEUy/OPe3cfMmjuR9xFRuLl5yv03OFRpE4iLlw9z6dJNRR24dcs+tmfUgY6OroyfMAw9XV2OZKsDDx86xYqVCzLqwFhWr12CbbY68O6dR/z+x1zW/b2MnTsOoaamxrTpY0hMTKJxk/r07NsZUzMTmjZviL6+Ho8f2NKxaxv+XLcIv1cBijf4+3Ye4eSl/YyaMJg7Nx/SuXtbqtWozNxp8hdUOro6TJo+ilvX7xEWEo6JqTGDR/bFsqgFVy7Ir7FG7apUr1kF+2dOfIiO4cGdJ0yaMZrwsEg+RH9gxdqF6OrqcOrYeQDWb1tBSHAoq7PVzf9c2scoRd3cjqo1KjN32nKFDROnj8ImwwZj08IMGaFsg5O9Kx+iY1i/dQXXLt1i5ryJlChdnFKli1O12i/o6ulwIqPcN+/4i5DgMFYoyv0w568eYuzEYdjcuEfXHh2oXrMyM3OUe/Fs5V6hYllAPpIRHhaBvoEeycnJFCtehA3rdlKzdjUmTh1JeFiEYsQevk17+MuvFblw5Qh3bB7y9k0gs+ZOIDLiPQFv3jF+4nBCgkM5uP8k6zcsY8TI/vTp2xV7excaNqyLg73LV/FHgMlTRmFjc5/0dIlOndswbfoYhg6eTNnypZk7dzKvXr3m9es3zJo1gaCgEO7ceUSrVs3w9PT5JvVSppz9+zcgSRJOTm6s+Xvpv64DPtVmZdKkWQPKlCnJwnkrWbRkOu4unrg6PWfY2P7o6upw+rh8Q4q1W38nNDiMNX9sBuDAzuMcv7ibEeMHcffmQzp1b0PVGr+yYHp+zyqphIdF4J/xrJJ9LTlAXFw8PyxfeVnA/2/88J0pDQ0NNm3axPLly1m8eDFNmjRR2hDia6Grq8uDBw+YM2cO3bt35+PHjxQvXpwWLVpgaGj4r+TeuHGDKVOmULduXXR1denRowfr16//rPQVK1akYcOGvH//nvr16386gQo2/r0LXT0d/t78B0ZGhjx76kDPbsNJSsqaYlW2bCmlb4GcO3MVMzNT5i+cioWlOe5unvTsNlxpyHv+nBWkp0scOrIFLW0t7tx+yMypyvODz525SskiRZk+dzwWReTTeMYNnaFYuFmseBGlKZFO9q5MHT2PGQsmMnPhJF77vWHMoKn4eL/6n6552rzx9OzXRfF/wgT5WrMNm/5AV1eHp0/s6dZlqHIelCuNabY8OHPmCmbmpizMmIbl5uZFt65DlRa+jhw5gPkLpir+37SRNyJjRs/k6JEzACyYv5LU1DRGjOzPxo1/IEng4ODCiBHTlN7SlStXSukbK6dPX8LMzITFi6djaWmOq6snnTsPUuivWbOKYtckT8+sHeoAli9fp0iXlJSMTCbj5Nm9eDz35oXXK+Jis0ZK7e2cGTtyJvMWTmXB4un4+b5mSP8JSusINm/Yja6uDus3LsfQyBDbZ4706T5SkX/v30fRp8dIFiyaytlLB9HU0MTb+yWD+03AI8duYmqFDOQ7+H1m5fzc+yXDJ2VNl1y9WT5dtEu7lqxYOCOvZCpJT/jAtl0X2br1LwoXNuTJE3s6dRqkVA5ly5VWWuNx+vQlzM1MWLx4BkUyyqFTtnJITEyicaN6TJo4AmNjI0LDInj0yBYrq66Eh+eeIrJu3XZ++aUiAwf25Pr1Eypt+Jq+UKlSQwIC3uHj40uPHiNYsGAqv/76E5qamvzWQP4mVlND/bvkQ0JiIsOH9ePXX35CS1uLoMBgTp+8yPv30cyZPxkLS3Oeu3vRp/tIRZoSJYoqfWvkc/y1bbvmbN7+l+J/j16dAPhr3WI0NDSwfeZI927DlO7/MmVLKd3/Z89cwdTMhPkLp2JpaYa7mxfduw1TqgPnzfmD9PR0Dh/ZqqgDp0/NeqB76eNH316jmDNvMrdun0ZKT8fNzZPOHQdRs1ZVps+bgGURC1KS5Rt0nLiwl8B3QYSHReLh5qWQ42jnyuTRc5k5fyKzF07htV8AowZOwcdLXi+mp6VRvmJZevbtjLGpMdHvo3F19qBnhyH4eMvX/CbEJ9K2Ywumzx2Pjq4OYaHhONi5ULJUcS7cOo7n8xcM7j0uz7rZ0T7DhgWTmLVwMq/93jB60BRF3ZyelkaFimXo2XcdxibGREfJbejVcahi19Wo99EM7j2OWQsmMW7ycNIliSbNfkMmk1G8RFH6dR+lKPfiJYopjdI42DkzbuRM5i6cyvzF0/D3fc3Q/hOVyr1Nu+Zs2r5S8X/XfvnanDUrt7D2ry1Uq16ZEiWLAbBu43KyY2Zuyts3gcC3aQ87d22Hubkpffp1VRzbvnuNfGfAe0/o3m0Yvq9eU0hHm1FjBlGpUgV+rVyJq1dsWLJoNcHBof/aHwFatW7GjFnj0dbW4rm7F/36jMXm1n2SUlPQ09Nh69aVGXWjA506DeK337J26/wW9VKmnD/+mIu5uSmXrh37KnXAp9qsTAYM6ondMyd2bjuAerqMaXPHYWZhitfzFwztPSHrfiih4lllzHxmzJ/AzAUTee33hrGDpyvuN8H/LWRS9vkHgh8OSZKoWLEi48ePZ/r06V8kw1g/9wdvvyeFtXOvB/vehCeo3lHue5Ka/m2nqn4KA+38p4h+D4J8rxW0CeiXaFag+mXfeCOMz0H6Tjso5oWhtm6B6gdITsv7o6DfCyOtgs0HmazgfTEx9dutm/xcCtoX0gv4fgRISk35dKRvyI/QPhloFny95BehempjQRM7vXOB6dZf/+OvJfvhR6b+LxMeHs6JEycICQn5n78tJRAIBAKBQCAQCL4t/8nOlL6+6p3gAK5du0aTJk2+ozXfDgsLC8zMzNi1axfGxsafTiAQCAQCgUAgEAi+G//JzpSLi0ue54oXL/79DPnGiBmYAoFAIBAIBIKCJOdOvQJl/pOdqQoVCnYNkEAgEAgEAoFAIBD8JztTAoFAIBAIBAKB4DsgRqby5Yf/aK9AIBAIBAKBQCAQ/IiIkSmBQCAQCAQCgUCgmnTx0d78ECNTAoFAIBAIBAKBQPAFiM6UQCAQCAQCgUAgEHwBYpqfQCAQCAQCgUAgUI3YgCJfxMiUQCAQCAQCgUAgEHwBYmTq/wAymaxA9b9Pii1Q/QDqagX/3sBIW7dA9X9Iii9Q/QD6JZoVtAnEvrtfoPoLl2peoPoBDLUK1heT0lIKVD+Auqzg64SPyQkFqj8+NalA9QNoqKkXtAnoaGgVqH6ZVPBv/Qu6HNJ+gA0OAmMjCtqEHxcxMpUvBd+aCAQCgUAgEAgEAsF/ENGZEggEAoFAIBAIBIIvQEzzEwgEAoFAIBAIBCqRfoCpqD8yYmRKIBAIBAKBQCAQCL4AMTIlEAgEAoFAIBAIVCM2oMgXMTIlEAgEAoFAIBAIBF+AGJkSCAQCgUAgEAgEqhEjU/kiRqYEAoFAIBAIBAKB4Av4P9uZsrKyYurUqfnGKfP/2DvLqDiSr40/gzshgQHi7kLcgWTj7tnd+Gbj7u5C3N2FuBM3AgkR3IK7w2DBZ5C574eBDs0MbJIly+77r985dc502S27Vd1d1Xdq18aBAwe4a4FAgPv37//UcjEYDAaDwWAwGIz/Bv+zD1PfgrOzM6ZPn17RxYCdnR0EAgG+fPlS7nkPHdYPn1yfITbxMxw+PUKvPhZycVatWQDfoPeIEXnjrs0F1K1Xixe+eOksPHt1A9EJXgiLcpVL8+DhJQwe0gc2jy4jItodEVFuuHv/PJo3b8zL58/p4+HlY4+EJF+8fnMHbdq25IWrq6thz76NCItwQUy8Fy5fOQojYRVenDZtWpQqZ/XahQgI/oj4RB+4ebyC12c7iJJ94Rf4HkuXzVbYPuVRJgvLLvD0foOoZG9Ep3yGm98btGnXqrQuAQAMGtoH9o4PERLnhlfv76Fn7+5cmIqKClZvXIxX7+8hKNoZrr5vcPD4dhibGCnMS01NFS/e3kFmdhgOHd6G4FBHJCb74eGjy6hXr3aZ5QCA6TMmwMfvHZJS/PHG/h7alij7lD9+w9Nn1xAb74XM7DDo6+vywrt374jM7DBkZodBIo7iOYd3D1H/G8owc8YkBAR8QNqXILx7a4N27cx44UePWMHP1wFfUoMQHeWB27fOolHDeoozEyhBxaAmVA3rAoJvmwJdPLwxZ/kG9BgyDs279sfrtx++KV1prF23CCGhTkhK9sejR9bf3A++fg5ITgmAnf39UvrhOuLivZGVHQ59fT25PMzMmsHN/RViUj4jNtUH3kHv0Klr+zLlDhraF++cHiEs3h227++jZ29zXviAwb1w/e5p+IR+QNwXX6xavxBOXi8RFu+Ox6+uw6xNC9SqXQPnrA/hc7ADAiOdcO7iQRgZyfSkPOagSgb6OHlmLyJi3BEW5YpDR7dDW1uLF2fY8P6wf2+D6AQvRMS4IzTKBTEibzx7dQOt27Tgxe3YqQ1EqX6wf29TZtsUp2u3Dnjz7j7iknzg4vEKv40bwQtfsWoeUjKCeM7N2/Yv8/1z+nh4+tghLskHL9/cVjgH7d63ESERzoiK98TFK0d4c1Dz5o1x5vx+fPZ/h9jEz/jk+gwzZk/iwtevX4LwMBd8SQ1CgP8HhIY6Iz0tGAEBHzBp0liFZSpPfaxcuRI3ZstLHwwM9LFn70a4e7xGUrI//APeY/eeDdDT0+WlCw1zlulD4me8cXigUM6QYf3w0eUZokXeePvxocLxuXLNfPgEOiAqwQt3HsiPTwDo3dcSz21vITbJB6JUfySk+uG57S20btsSzZo3xulz++Ht9xYxIm98cnmGGbNkffSz1mhFXL95CqlpQcjICkXKlwCcObu/1LhFfOv6kJzqj8zssDLXHjU1Ndi/t0FKRhCat2iCqdPGwePzG8QmfsZLW8Vjf9feDQiOcEJknAcuWh/h5pUiqlU3xfXbpxGd4IWA0E/YtHUFlJWVFdalc+d2yMoMg5PjM85v/foliI3xQnZWONLTgiERR2HI4L5ltkm5rlf/EkhKFeb+C7CHqTIwMjKClpbWX0f8l2NoWFmhf4eOrXH6/H5cuXQblt2G4smjV7C+dgxNmjTg4sxfNB3TZ07EkoXr0bvHKGRn5+D2vfNQV1fj4qipqeLBvac4f/aqwjQSSS4uXj6CmJh4/NJjBPr2GYvMzCzcfXABKiqyz/ZGjByI7VarsdPqEMy7DcHnz/64d/8CDItNjFY716Jf/18waeI8DOz3O0xMhLC+cpwL19bWwp175xEVFSsnZ/GSWZgxcxIWLViHhzYvYGwihIamBrp2GoTfxsyAq4unXPuUR5maN2+MO/fOoXqNqrDafAALZ62GhoYGbj88jyql9Eu7DmY4emY3rlnfRV+LUXj+2BZnrQ+jUZP6AABNLQ20aNkEB3efQD/L0Zg2cQHq1q+D81ePKMxvzaYliI8XAQBGjxmCBfPXwtJiOLKyc3Df5iKvL0sycuRAWO1YA6vtB9GtyyB89vbD/QcXeQuWpqYGXr60x57dxxTm8emTG+rWaY+6ddrDyuog0tIy8PKVPaKjYxEfL8KjR9ZQV1cvtQyjRg3Grl3rsG3bAXTsNADe3r549PAyrwxu7t6YNn0JWpn1wKDB4yEQCPDo8RUoKclPcco6RqCC3FLlKSInR4xG9etizRLFD93fw+LFMzFr1hTMn78GlhbDkJWdgwc2l8psg5EjB2HHjrWw2n4QXbsMhLe3Lx48uMRrAy1NTbwqox9MTIV4/uIm6tevgx1bDmLGlMWQSgk37p0pcyweP7sbVy/fRR/zkXj25DXOX/k6FgFAS0sTjp/csG3DXgDAzLlTsHfnMfS1GAXfz/64fvc0bj44CyLCqCFTMKTfOKiqqeLqzZPo0LFNucxBp87sReMmDTBi6GT8OmY6Ondpj/2HtnLhvXqb4+TZvTh/9hrevf2EL2npKCgowKH9p/DmtQPu2VyEqakxAEBPXxfHTu7GW7uPZXUjj5q1quP67dNwePcJFl2H4MSxCzh4ZBt6/tKNi9OxU1sUFBRg9ozlGDJgPF6/fAtlZeUy9W/4yAHYarUaO60Ow7LbUHz+7I8798/D0Ohrf23fuQb9+vfE5InzMKjf7zAxMcblK1/HQKvWzZGYmIzpfy5B5/b9sW/XcazfuBTTZkzAkiWzMGf2FMybtxqOjm7Q19eFkkCAtu36YOLEuQgMDJErU3nr4/MXN6GpqQEAGDRwXLnog6mpMUxNjbF69Xa0b9cHM6YvRe/eFnhgc4mXLikpBTVqVMPTx68UymnfoTVOnduHK5duoUe3YXjy+BUuXT2KxsXG57yF0zBtxkQsXbgBfXuORnZ2Nm7ePcfr10FD+uDYqV3w9QkAQLDadgAb1u6Ej7c/bt09i27dOyIpMRkz/lyKLh0GYO/uY1i3cQm2bF/5U9ZoRdy6fQYDBvyC48fOY9SIP/Dpoyt69OxaLutDjlgMaeFN8eDCPla09mzashzxcQkAgJ6/dMNWq9XYteMIenQbhs+f/XD73jne/cy2HbKxP2XCfAzuPw4mpkJcunqUC1dSUsKN26ehpqqKfr3GYs6M5fht3AisWrtAri56+ro4d/YA3rx5z/kV6ceJExdw/sJ1eHn5AQBUVUs3N1De+sH4j0D/ASwsLGju3Lm0YMECqlSpEgmFQjp16hRlZmbS5MmTSUdHh+rVq0dPnjzh0tjZ2VH79u1JTU2NTExMaMWKFZSXl8fLc86cOTRnzhzS09OjKlWq0Nq1a0kqlXJxatWqRfv37+euAdC9e/e468jISBo9ejTp6+uTgYEBDRkyhMLCwv6yPt7e3iQQCEgkEhERUXJyMgkEAho7diwXZ8uWLdS1a1cKCwsjADw3adKk72q/jet3kYFOfTl39/YjevbUlufn7ORO585c5a7j4hJo3Wor7rpmVTPKyRHT1EkL5PKbPWM5fUlNk0szoO9vRES0eOF60tOuS3radalTh35ERGTWogfpadclZyd3OnniIheur1OPYmLiaMO6naSnXZeqm7YkiURCE8bN5uK0bd2LiIh6Wo4gPe26ZNFtKBERNWnYVU6OSJREa1Ztp3ZtelNubi6ZdxtCOTlimjJpPhe3pCuPMu3ZdZQyM7Po5ImLVLVSU6paqSlN/m0OSaVS2r39MOdX3D2484RePnvD83N18qBL564rjF+1UlPq32MMERG1a/4Lz3/cqOkU6B9MFh0HExHRoYOnSVuzNmlr1iZT4xaUkyOmSRPmcn4lnZOTO504fpG71tGqQzExcbRu7Q65uP36yMZvVZMWpeYXGxtPq1Zto4SERNqwcTcZGjWhnJwcGjd+NqmpV1foHB3d6Nix89y1ukYNio6Oo9Vrtpeapk1bWT80btKV5z937ioqyM2mvC8xRESUmxRGuYkh3+UaNmxIT+9c/u50RS4uLoFWrdxKWpq1SEuzFpkYN6ecHDFNnDCX8yvpnJzc6fjxC9y1tlZtrh9Kxu1b2A+mJi14/nPmrKTc3Fw6cfwimeg3IRP9JtSji0xnjh48y/kVd/fvPKEXT9/w/FycPOji2etycdu1+IWIiO7dfsz5mVZqSslJKVRQUED1q7fj/GtWNaOCggJ69/bT356DOrbtS0REPboP4+KMGjaFCgoKqEn9LmSgU59u3bCh+3efkKlhM8rLy6MxI/+k5Us2UXRULBno1Cd3N2/avfMoGejUp3t3HpOToxulp2dQQUEBuTh50KB+vyucQ4vcgX0nydcngOd359ZDevXCnrvOyMik2Jh4uXr8MWk+VdKup9A5O7nTqROXuGsDnfoUExNHG9ftokra9aimaSuSSCQ0cdwcLk771r2JiKiX5chS8z198jLZ232g2Nh4WrFiCw0aNJ5SU79Q/Qad/nF9FIsldPr0ZW7Mlrc+FLlxv8+igoICOnniolw6O9v35OXpS1V0G/DcvduP6flTW56fs5M7nT9zlbuOj0ug9autuOva1VpTTo6Y/py8kKroNiBhpcYUEx1H82evIhdnDzp98jIX11CvIcXGxCtco0+fvEwJCYk/ZY0u6V+7ehuSSqV05rT1T1kf4uIS6PSpy9z6oCjv0cP/oAD/YOrUVrZm+3z2p1MnLnFlrKzbQDb2C9uqZlUzkkgkNGncXC5OhzZ9iIiod49RZKBTn0YP/4Py8/OpYZ2OXJxF89dR2pd0Eho0kdPXbdsP0OYte8nD4zOpqVfn9KNovBoaNSEion37Tvw0/fi38mVizwpz/wX+M4/BFy9ehKGhIZycnDBv3jzMmjULo0ePRpcuXeDm5oY+ffpgwoQJyM7ORkxMDAYMGID27dvD09MTx48fx9mzZ7F161a5PFVUVODk5ISDBw9i3759OHPmzDeVJy8vD3379oWuri7evXuH9+/fQ0dHB/369UNubtlvvZs1a4YqVarA3t4eAPDu3TveNQDY29vD0tISNWrUwJ07dwAAAQEBiIuLw8GDB7+n6dC+Q+tS/e3f8I8r2b56h/YdzAAAtWrXgImJEHbF4mSkZ8LVxbPUPAVKArk0Hh6fkZeXh19/HwZVVVVoaKhjwsQx8PcPQkRENFRVVWHWujkvDRHB7s0HTo5Z6xZQU1ODXbG3RkGBoYiMjEGHwjhBQaFITk7BhEmjeXJCQsJgZFQFdm/eo3//XxAeFoVu3ToCIBw4tBWHj2yHgYE+rx7lVSYNTQ1oaWny8snJzoFAIIBFjy4K27BtBzO8s/vE87OzfY+27c0UxgcAPT0dSKVSpKelc36GRlWw+8AmzJ+5iqufs7MHF56engEXZw906NhGYZ6qqqpo3bo53rxx4LXBG9v3paYpi9q1a8DU1Bj5BfmoUsUAly7dQHp6BpycPdCpjDK0adMCtrb8Mti+eYdOHdsqTKOlpYlJE8ciLCwCUVGxnH/jxg2wevUCFGSIvrvs5YaSCkxMhLy3n+npGXB29kDHv+yHr2l+pB+0NDWhoqIC22L9mZMtBgB0t+ikME279mZ4Z8/fobGzfY+2HeSPqRbtMru5evHK6fs5AACQK/k6L0rEuZBKpWjZsunfnoPad2iNL6lp8HD//LWMbz5AKpWibXtZOdXV1SAWS6CiogIVFRVIxBKIxWJUq26KGjWrQSwWo1Pntvh9/Eh07d4RJCXY3H+GoMBQPLj/FLfunVN4dKsIhXPpaweujLVq14COjjYqGejBJ9ABbl622LNvEz57+5U6l36dg/j9bl9sDmrVurnCOSgqMqbUfAFAT08XEkkuTE2N8dr2HQYN6g03Ny9MnzYeAoESDh/ajh1Wa6GhoSFXpvLUx3XrFkNdXQ1urt6c/8/SB4PKlSAQCPDaVn4+q1rNRGGadh3MYG/H79c3rx3Qrli/GpsIYV9sFzMjPRNuLp5oVziGW5o1Q9VqJhAIBGjTtiVGjR6E63fOoHGTBrL+tPugsK/09HSho6Nd7mu0IsaMGQKBQICYmHi4ur1EQNAHHDlqBS8v37+9PtQuLKO7G7+Pi689QqEhDhzehpnTliI7JwcA0LBRfV7bl2wrM7PCsW+naOzL2qd9h9bw9QlEYmLy1/Z7/Q56+rq83cXfx49Erdo1sHXr12ONderU5PSjeLkBoFEjxUfyylM/GP8t/jMPU61atcLatWvRoEEDrFq1ChoaGjA0NMS0adPQoEEDrF+/HsnJyfDy8sKxY8dQo0YNHDlyBI0bN8awYcOwadMm7N27F1KplMuzRo0a2L9/Pxo1aoRx48Zh3rx52L//r88IA8CNGzcglUpx5swZtGjRAk2aNMH58+cRGRkJOzu7MtMKBAKYm5tz8ezs7DBlyhRIJBL4+/sjLy8PHz58gIWFBZSVlVG5smxbWygUwsTEBPr6+mXkLo+xUPG3NEJjQ4hESTw/kSgJQmNZfGNjQwBAYok4iaIkCAvDSqJU+A1K8TSZmVmwt/+IJk0aIiHJB7EJ3ujV2xyjhv+BgoICVKliABUVFbmyJIqSYFxYFqHQEBKJBGlpGaXGyczMwsD+4zB27DCenA1rd3F1q12nBmrUrIZhw/vDydEdHu6fYda6OS5ZH+XlW15lcnXxhEAgQLPmjaGkpAQTUyEWLp8FADAUKm5DI6Ehb/IHgKTEZLlvsYpQV1fD6o2Lcf/OE2RmZHH++49tw+XzN+Hl4cMd40pJSeWlFRUra0mqGBa2QYL8GCktTVkUpenfrydevrRHTEy8LL+ERBgbCxWmMTSsDBUVFSSIEvllSJAvw4zpE5Gc5I/UlED07WuJAQPHIS8vD4DsLP7lS0ewavU2QFrw3WUvLwRKsrP6opL1ESVyeleS0vsh8bv6wcvLFwKBAD0su0JVVRX6+npYs3ERAKByFQOFaYyMDZEo4o/FRFEShArGbqXCB/bUlC88/8CAEJCUsHbTEmhqakBTSxObt62AiooKtHW0/vYcJDQ2RGISv4wFBQVITU2DsHDus339DoOG9EGbti3h5OiGdRuXYP5C2fewv48fgfYdWqNGjarYuGU5DAwqYfKEeYiOikVubh6OHDqLTx9d8Pv4kQrbqKgMokT5eujp60JDQ52rx6plWzF6+FQsXbQetWpXR9OmDVGtmqnCPIvmIIXtX5ifsdAIEkku0kvMQTIdVTy/dOjYGsNHDoDtq3dc3Dp1aqJLl/Zo1qwRHN47wcfHH8NHDMChQ9t4actbH0+dvgwA+PIlrUT5y1cfqlQxwMqVcyEQCBSm09ZRfJxfaGwoN/ZExceeUPH4FImSuHW3du0aAIBlq2Ty163egbQvaXjwxBqVDPRl60WJNbqoj1RVVct9jVZEw8Jju+PGjcTy5Vsw/vfZMDDQR5PGDWBSePy1JN+6PhT9TpXr46/xTpzajfNnr/FeiKioKCuoVzLXVkLj0sd+Ufso6r+i66K2q1uvFtZvWoqZ05aioODr2lBUtpLtDwCVKim+Bysv/WD89/jPPEy1bPn1w0NlZWVUqVIFLVp8/WjY2Fim8CKRCH5+fujcuTMEAgEX3rVrV2RmZiI6Oprz69SpEy9O586dERQUxFOo0vD09ERwcDB0dXWho6MDHR0dVK5cGWKxGCEh8ufMS2JhYcE9TNnb26Nnz57cA5azszPy8vLQtWvXv8ynJLm5uUhPT+ecRCIB4ed9wDdqzBBExnkgMs4D+w5sVhhHQ0Mdbdq0QHJyKnr1GIk+vcbAzzcQN++chYZG6efivxcNDXUcOWqF+HgRciW5yM3NRd26tbDVajUXR0lJCRoa6pgxfSmSk1OQlJSCubNXwdyiM+o3qFNuZSnivYMTAGDBwmkIS3DHO+fHsH1Z9Kbr7/eLiooKTpzfB4FAgFVLvrb/gWPbYdGjC+Ys/BOBUc7crsE/yZixQxEv+sw5VVVVAIC5eWecv3C93OVdu34PHTv2wy+9RiEoKAxXrI9x311s3bIS/v7BuHbtXrnLLQuBug5UqtTmHCD4qyQ/jaDgUADAmLFDEBrnCs/At4iMiEFWVvZPlZuTI0ZYaAR697NEcIwLAiMdoa+vx7tx+tlcPH8DZ05Z49qtU2jTtiVatmqGevVrAwCGDuuPu7cfw9jYCPfuPIGKijKc3F9g0dKZaNqsESLjPNC1WwfUqVMTALj5LjLOA3tLmfNGjRmCS9aybxiDwp2goiIb+8+fvYGvTwBsXztgzMg/oaqqimrVFT9MlTejxwwpNLhxE0QELy9fLkxJSQlEwKTJ85Gakoq4OBGWL9+MCeNHye1OfSuK9HHC+NFITvJHcpI/mjRpCLsSuz4/A11dHdy5ex7BweE/XZYilJRkOn/6uOzBMSgoFPNmrQQRYeiwfnLxmzRpAOvrJ7DL6giIpHLh5UHxdTsyzoNbHzZv3ovXr97C2dkDUyYvgLaOFoRGil/ilUbjxvXRpk0LuXm/NGbNmgwdHW3s33vih+vzoygpKeHU2X3Yse0QWrdpieQkf6xYPhfNmzf+y3L/Xcpar/6VSCvQ/Qf4z/xpb8mBLRAIeH5FD0XFd55+JpmZmWjbti2uXLkiF2Zk9Ndvi4tMswcFBcHX1xfdunWDv78/7OzskJqainbt2v2Q8Yu7d+/it99+464vXLiAypUVl0eUIP+GWSg0hChB9lYlofCNk5HQEAkJX9+0GAkN8bnwQ8xnT17D1cUDADB4SF8sKbSKVzzN6DFDoKOjg5vXH8CtcKt/6pRFiIh2w8BBvWHz4Dny8/PlylI8D5EoCerq6tDX1+XtBJWUU7NWdbRp9Qv3saeKigrsC600CYWGiI8XIS8vDyHB4TASGsLbyw8BAcEAgBrVqyI4KAwAkJycWi5lKspn+p9L4O/pj7Qv6ahesxpWb1iE+DjFx80SRUlyFokMjarIvaGWPUjtRfUaVTFmyBTerlTRLoG6huwD3yOndwIA7j+4iBvXH2DG9KVcmxS/qSpOclJhGxjLj5Hi46E0njx+BZdixwqLPjZOS0vHo0cvv+ZnbAQvTx+FeSQlpSA/P1/uza3QWL4M6ekZSE/PQHBIOBwd3ZAQ/xlDh/bDzZsPYGnZBc2bN8aIEQN4lpxUKteCNOcLpNn8HbvygnKzkJ8q/upROE8JhUaIj/9afqHQCN7f3Q9G39QPJfOZNWsFfN38kJ2dAyLCzLmTERSg+AVQYkKS3I6okVB+RxsAvqTK3jwbVK5UIn4VBAeHY8rvc1G5ciXkFxQgMSUFfsEfkJGR9bfnIFFCEowM+WVUVlaGgYE+bwdw0/rd2LJxL4yNjZCUlII+fS1w+dpxDB4wHvsPboGGpgb++PM3EBE0NNShpKTEvXyZM3MFd9zKousQLs+M9EyuDEKjr/V49uQ1dliZYMmyWbDsNhTqampy9UhPy4BYIoGglAfsorlDYfsXtkuCKBHq6mrQ09flvaGX6Si/j4KDw5CTk4NrV+7g6OGvBgqEQkPExScgNjYe6ekZnD4G+AdDSUkJ1auZIDgkHMDf10eBkgAdOvTDnTvn0LBhXTx7eg0AcLnwZEBklBt27Tpabvqgo6ON+w8uIjMjE7/+OhMxsR4K02VlKn6hIEpIgpHC8Slr2yI9KDk+hUJDeHvLxmdCoZ67u3nJ+tPIELm5eYgIj0K16lVlaQvHaaNG9XHv0SVcPH8de3cfw6QpY/+2fiii+LoNAMNHDgTA3yGU9XUB8vLzFeZRWj+kp2fC3v4jFs5fC+DrvG9QYjenaO0xt+yMjh3bID6ZvwYQEdZsWIxhAycWq1cVrq1ECaWP/aL2ESUkoU1b/pHkov5MSEiCjq524cuVplx4kd4Xjc2i+4bilNxJLaI81ivGf5P/zM7U99CkSRN8/PgRRF/f/L9//x66urqoXr065+fo6MhL9+nTJzRo0KBUs5nFadOmDYKCgiAUClG/fn2e+5ZjeC1atICBgQG2bt0KMzMz6OjowNLSEvb29rCzs4OlpSUXV61wIf6WHbPRo0cjLS2NcxMmTICbs+IbVWcnd5hbdub5WfbsCmcnDwBARHgU4uNFsCgWR1dXB23btYKzkzsA2dG6sNBIhIVGIjExGVKpVC5NJQN9qKqqwKkwDSB76CUiCAQC5OXlwcP9Mywsv35DJBAIYGHZmZPj4e6N3NxcXpz6DeqgZs1qXL6aWpqQSqXIyMhEaGgEQkMjEBISDqlUii9f0mBh2QWOH12hqqqK5s0bo107Mzg7uaN+fdmOVGRUDJd3eZWpeD4J8YkQiyUYNnIACvILYPf661nv4rg6eaBbiW9YzHt0hmuxB5OiB6k69Wph7LCpSE3lT+6rl21F7+4j0Md8JPqYj8SEMbKjhTeu38emTXu4vmzX3gxOjm4Ky5GXlwd398+wtPy6QyoQCGDZo0upaYqTmZnF9UNoaAT8/IKQn58Pb29/5Bcu0Lq6OujQ3gyfyiiDm5s3evTgl6GHZTd8cizdxK9AIIBAIOAW8l9/m4F27fuifYd+yP8SjYJM2cJWkBYLaY7ihbFcIAKk+V9dQR7i40WwLDZmdHV10L69GRz/sh/4Y/Fb+0FRPkmJycjOysawkQMAAK9evFWYxsVZwVi07AxXJ3nrl0V9Wtx8sUAgQDfzTnAtnFNSUr4gPS0D3c07wcioCpyd3P72HOTs5I5KBvpoZdbsaxktOkNJSQmuzvxySqVSxMUlIC8vDwMH94GToxvy8/PR3bwTdm4/hHFjZ0IgEGD+7FU4f/YaAgNDYNFlCB4/fMndOBfNd2GhkUhKSuHKULwemZlZaN68MZw+uSEsNBL+/sFy9TA2NoKOjjb8/AIVtn1pc5C5ZReu7p7unxXOQTVqVuPiAEDjJg1w/fZpXLl0G0sXbURYaAT8/YIQF5eAnj264eNHF5iaGsPExIjTxwYN6qKgoADRhcdxi8r0d/SRiBASGo4RI6dw+piUlIx7d58AAHr3GoOrV+6Uiz7o6urA5uFl5ObmYfToP5GZmVlquthidSyOi5MHzC3449OiRxe4FLZtRHgUEuJFvDg6utpo064VXArHsIfHZ4jFEtSuUxOeHj4wt+wMFRUV1KhZDTHRcTC3kK0pjRvXx4Mnl3H96j1s2yz73KA81mhFFF+3w0Ij8eDeUwDgmfyuUaMqVFVVeC/EilPa+tCtewfYvXnPm/fj40Uwa92cV8aitWfZkk3o3HEALLoMgUWXIRg7choAIDQkAlERsby8LSy+jn0Pj8Kxb6Fo7Htw7de0WUOeBcAePbsiPS0DAf7ByEjPRNcOX2W379APp09bIyAgGO079EN8vAg9e3y1yKmrqwMACCjl5VN5rVf/Rphp9LL5z+xMfQ+zZ8/GgQMHMG/ePMydOxcBAQHYsGEDFi9ezDM9GRkZicWLF2PGjBlwc3PD4cOHsXfv3m+SMW7cOOzevRtDhw7F5s2bUb16dURERODu3btYvnw576FNEUXfTV25cgVLl8p2CVq2bAmJRILXr19j8eLFXNxatWrJTGc+eoQBAwZAU1MTOjo6CvNVVlaGnh7//2WuWssMWBw7uQtxcQnYslFWx5PHL+Lh0yuYM+8PvHhuhxEjB8KsdXMsmreWS3vi2EUsWTYbISHhiAiPxup1CxEfJ8LjYjsL1aqbwsCgEqpXrwolZSXcv/sEy1fOQ0x0HAICQtCrlzmIgO7mHeHt7QclJSXYPLwEJSUlvHsrM7Rw9Mg5HD+5G+5u3nB19cTsOVOgraUFa+vbAGRvuy5fuoVtVmuQmpqGjPRM7NqzAY6f3LjJ/o2tA7ZsXYm9+zfh5AlZ/osWz0B+fgFOn7TGsuVzMGvmcvj7BcHm8WWkJKciKjIGBw5the3rd9h/YAsePnyB0ycvl1uZACAkJByTp/yK1MQUGBkZYvK03yAWS3Dd+i4A4ODx7YiLE2HH5gMAgLMnrXH70QXMmDMJr168xdAR/dHSrDmWL9wIQPYgderifrRo1QSTfp0DZWVl7m3bl9Q05OXlITY6jjcGit68Dh7SFw8ePIdBJX2sXb8YcXEJePjwBRfv0WNrPHz4AidPXAIAHDl0BidP74WbmxdcXTwxZ+4f0NLSgvXl21waobEhjI2NULfwf0OaNWuMjMxMREfF8h7yLC27QEVFBa1bN8eggb0RFh6FjRuWIi4uATY2z7l4z55ew4MHz3D8xEVZ+xw6jbNn9sHVzQsuzh6YN28qtLU1cenSTQCyD4VHjRqMV6/eIikpGdWqmWLZ0jnIyRHj2TPZ//iEhkZ8bYyCPKDw2yUqyAO+4ShNdnYOIqO/LuwxsQnwDwyBvp4uTE0Uf+9VGkePnMPyFfMQHBKOiPAorFu/RK4fHj++ApuHz7l+OHzoDE6d3gt3N2+4uHhgztyp0NLSwuXLt7g0xsZGhf0gM5TQrFkjZGZmISoqhusHP79A/PHH70iOT4aWthbmL5oGiViCi2dlxy4PnbBCfKwI2wtv5s6cuIy7jy9ixtzJeP3cHkNHDkCr1s2xbOEGTm6lSvqoVsMUxoXtMHBIbyxcNhMfHJwxasxgaGlrIkcsRpt2LTFnwZ9QUVFGu45mOH70PB4+eP6356DAgBC8emGPA4e3YcnC9VBVVcHOvetx9/Zj7o1y5SoGGDK0H947OKKbeSf80rMbevY2x/o1O2Dz2BpBQaHYu/s48vPzcfP6A6xYPR9url6QFhA0tTQxfdZE+HwOwMvndgr79PzZa/hz+nhs3LIcVy7fRnfzThg2oj9+HTWNixMaEo4Vq+YjLT0DuRIJtm5fDalUiq1bvn6ne//RJTx++JKbg44dOYdjhXOQm6sXZs2ZDG0tTVwpNgdZX7qFbVarC+egDOzaswFOxeagJk0b4MFja9i+eoejh89xOx0FUikOHzmLlSvnYc7cVUhPz8DHD0+QlCQ7/nz40DZcuHgD9++d/6n6ePDAaSxfMReAbF202rH2b+tD0YOUlqYGpv6xEHp6utDT08Wlizexe88GLt2qVQugq6uDuNgEVKtugis3TiIpKRlLF25AXl4eTh6/CJun1pg9t3B8jpKNz8Xz1/HG5+JlsxAaEo6IiGisWisbn08Kx2dmRhYunLuGFavn4/rVe5gzfyqaNWsEZWVltOtgBi0tTTg7uuPBE2tkZWZBQ12d66NrV+/hyvXj5b5GN2/RBAAQFhqBrKxshASHw9c3EJP/+BVh4ZEICQ7H/oNbkZeXx/urhR9dH+7ceYQpU2QnZgYO6o1x40chISERDx++gKTQMM3jJ1fw+OFLPH/2BgBw+eJNrFyzAO8dHOHm6oWZsydDS0sTVy/L7mcy0jNhfek2tlqtQmrqF2RkZGLnnvVwcvw69m1fOyDAPxgnTu/BhnW7YGxsiNXrFuHMaWvOUJifXxBX1qw8MUSJSRCLJfD1DcChw2ewcuU8REXHQiqVYuZM2X9/iUSJaNmyKVJTv+D0qb3lrh+M/yD/pOnAH8XCwoIWLFjA8ytptpyIb7r8W0yjz549m2bOnEl6enpkYGBAq1ev/i7T6HFxcTRx4kQyNDQkdXV1qlu3Lk2bNo3S0tK+qV779+8nAPT06VPOb+jQoaSiokIZGRm8uJs3byYTExMSCATfbRq9yPTnu7ef6Ir1HZ450Mnj51JgYAiJxRLy9Qmg0SOmyplN3WV1mOLjRZSTI6Y3tg7UzqwXL/yK9R2FclOSU7k0s6Yvow/vnSk1Na3QP4cunL/OM0W+ZPEGioiIJrFYTM5O7tTDYjgv3KhyYzp18hKlJKdSZmYW2Tx4RvXrdODFGTpoAk+O3Zv3nJnyHVaHKD5eRGKxmESiRMrIyKT4eBFdvnSLalVvTeHhUbR924FyL5O93QfKysqmggIpFRQUUFBgKA38ZSxnvvz9O0e6ceUez6T59EkLKTgwlMRiCfn5BtL40TO4sA4tepXa1yMHTlJoOr0ozdkzV7i+tH39jlq16MEzYRseHkXbtu7n+S1etJ5rAycnd7IwH8YL37Z1v8KyTJ+2hBfvxvX79P6DE23dtp/i4hIoJyeHXr9+S82adeeZiQ0Lj6TNW/by/BYsWEPhEVEkFovJ0dGNunYbxIXVqt2Wnj59TfHxIpJIJBQZFUNXr92l5s3NFZqhzU0M+W7T6A7P71HDhg3l3LIFs7/bNLqWZi3avv0Arx9atrDkmXEOD4+irVv38/wWLVpHEYVt4OTkTubmQ3nhW8voh6I4V6xvU2ZmFkmlsrEYFhpB/XuO5UyWv3/nSNev3OWZPP9z4kIKKhqLPoH0+6gZvPD5s1YplJuXl0+uzp7Uv+dYOrTvFCXEJ1JBQQGlpWXQmpXbynUOqlOjLd26YUPp6RmU9iWdrC/dourGLbnwerXak5OjG2VkZFJOjpiys7NJIsmluLgEOnXiEtWsasbFNarUmHZuP0SpqV+ooEBKsbHxZPPgOXXpMKBM8+iD+v1Onh4+JBZLKDQkgmbPWC5nejk9PYOkUilJpVJKiBfRkIETeCbLI8KjyGrbQZ7fssUbKTIimsRiCTk7udMvFiN44caVm9Dpk5d5c1DDOh25cKttBxX2T0R4FKmpV+f0USyWUHJyCmVn51BkVAzt33+S9PTr/3R91NKsRdbWt4mIyk0fiv4eQBGbN+/l0qWlZSiMY9bMkjNfPmXCPAoqNj7HjvxTzoT67h1fx6ed7Xvq0Lo3L9zYoAkdOXiGEhISKSdbTDk5OSSR5JKLswf17jGSdpTRRz9zjS5u8t9E2Jw8PD5TQUEBSaVSEokSqU+vMT9tfVi7xooXLyI8inZsO0gtm1oQEVH3zoN5Y9/FyYN6WY7k1cukStMSY/85NarbiRenRRNzevHsDWVlZVNiYjIdPniaDPUbKdRhNfXqPNPoRfqRnJyqsA4XL90sd/34t5L6q2WFuf8CAiL6b+yhMX6YyroN/jrST6TgJ31E+19DR/XHPuQuL9IkP9fQwLeQJ1V8/v6fJDPa/q8j/UQq1exZofIBQE+tYv+MXFLArFYBQEUvv9n5kgqVDwAqSn99rP5no6lSscerpP+C27Dcgoqdm9WUK/6gVFae+K8j/WQk4qiKLoJCvvzWo8JkV7r2psJkfyv/L7+ZYjAYDAaDwWAwGIyfTcW/Cvh/SmnfNAHA06dP0b1793+wNAwGg8FgMBgMxg/ADhiVCXuY+kl4eHiUGlatWrV/riAMBoPBYDAYDAbjp8Aepn4S9evXr+giMBgMBoPBYDAYf4v/ionyioJ9M8VgMBgMBoPBYDAYPwB7mGIwGAwGg8FgMBiMH4Ad82MwGAwGg8FgMBiKYQYoyoTtTDEYDAaDwWAwGAzGD8B2phgMBoPBYDAYDIZCmAGKsmE7UwwGg8FgMBgMBoPxA7CdKQaDwWAwGAwGg6EY9s1UmbCHqf8BsvMkFSrfWLtShcoHAFF2WkUXARmUU6Hy86UFFSofAAQQVHQRUKlmzwqV/yXStkLlA4Bxnb4VKr+AKn5l1lHVqOgiQFKQV6Hytf8FbaCpolbRRajwuVGcX7FrNADoq2tVqPyM3IpdHwFAV02zoovA+I/CjvkxGAwGg8FgMBgMxg/AdqYYDAaDwWAwGAyGQv4Fhwn+1bCdKQaDwWAwGAwGg8H4AdjDFIPBYDAYDAaDwVCMtALdD3D06FHUrl0bGhoa6NixI5ycnMqM/+XLF8yZMwempqZQV1dHw4YN8eTJk2+Wx475MRgMBoPBYDAYjP88N27cwOLFi3HixAl07NgRBw4cQN++fREQEAChUCgXPzc3F71794ZQKMTt27dRrVo1REREoFKlSt8skz1MMRgMBoPBYDAYjP88+/btw7Rp0zBlyhQAwIkTJ/D48WOcO3cOK1eulIt/7tw5pKSk4MOHD1BVVQUA1K5d+7tksmN+DAaDwWAwGAwGQyEkrTj3PeTm5sLV1RW9evXi/JSUlNCrVy98/PhRYRobGxt07twZc+bMgbGxMZo3b47t27ejoODb/zKB7UwxGAwGg8FgMBiMfx0SiQQSCf+/2NTV1aGuri4XNykpCQUFBTA2Nub5Gxsbw9/fX2H+oaGhsLW1xbhx4/DkyRMEBwdj9uzZyMvLw4YNG76pjGxnisFgMBgMBoPBYCimAg1QWFlZQV9fn+esrKzKr2pSKYRCIU6dOoW2bdti7NixWLNmDU6cOPHNebCdKQaDwWAwGAwGg/GvY9WqVVi8eDHPT9GuFAAYGhpCWVkZCQkJPP+EhASYmJgoTGNqagpVVVUoKytzfk2aNEF8fDxyc3Ohpqb2l2VkO1P/o6xfvxhhYS5ITQ3EkydXUa9e7b9MM2PGRAQEvMeXL4F4+/YB2rVrxQs/csQKvr7vkJoaiKgod9y6dQYNG9bDxKlj4eD+FAExzrj/4gpatWleppwBQ3rj9acHCIhxxvN3d9CjVzde+MLls/D60wP4RTrCK8QBV+6eglnbFnL59OzdHfdfXEFAtBNiY73g6WmL0FBnpKQE4PHjK99cZ39/B6SmBuDt2/u8OhsY6GPfvk3w9LRFSkoAAgM/YO/ejdDT0+XlkZMTgZycCKRnhXLuo9PTb5I/bfoEePu+hSjZD7Z2d9G2bUte+OQpv+Lx06uIjvNEelYo9PV15fK4fvMUfPwd8OVLIMLCXHDu3AGYmsq2wP/JcVBEecss6gcvrzdITQ1EUNBH7N27Sa4f2rZtiadPryE5JQAZmaFIzwiBnd29b5I/fcYE+Po5IDklAHb299G2RJ2n/PEbnj67jrh4b2Rlh0NfX08uDzOzZnj48DJUKteCSuVaUNYxBCD4S9lFuHh4Y87yDegxZByad+2P128/fHNaJS0DqFSuCZUqtaGsZ4K69Wr9ZZqp08bB4/MbxCZ+xkvb22hTYuypq6th194NCI5wQmScBy5aH4GRURVeHKtd62D79h7iknzgF/wBvkHvESPyxoOHl1C3Xm10694RV6+fQEDwR8QmeOPdh4cYPWYIl/7P6ePh5WOPhCRfvH5zR2EZ9uzbiLAIF8TEe+HylaMwEvLLAAC/jxuJ958eIyHJF8FhTtizbyMm/fkbPnm+QEicGxxcnuCd82MEx7jA0eslZs6bIpfHoKF9YO/4ECFxbnj1/h569u7OhamoqGD1xsV49f4egqKd4er7BgePb4exiREXp7i8x6+v453zYySlB6J5iyYK23/IsH746PIM0SJvvP34EL36WMjFWblmPnwCHRCV4IU7Dy7I9Wvx8PAYd4Xyhg3vD/v3NohO8IKnjx0uXz36t/u9WnVTXL99GtEJXggI/YRNW1fwblQ6dm6Lpy+vIyreE1HJnxGV7A1Hr5cwa/N1Hu/YpS0uXDsKV983iEn1Qd8BPf92HxTxSx9zPHx5DcGxrgiKcUFYnDsiEjzx9PUNtG4jv5YUZ/CwvnBwfoKIBE/YfbDBL73NeeEDBvfGjXtn4Rf2CQlp/mjWorFcHrsPbIKjxwuEx3vAJ+QDrt88hX37NyM41BGJyX54+OjyN89LPn7vkJTijzf290qZl64hNt4LmdlhCtcHH793yMwOQ0yqD+e27lpTptzy6gcAUFNTxYu3d5CeFYoWLeV1Yc3ahQgM+YSEJF88+MZ2+ZZ1083jNb5kBCM9KxT27x7IxSlJeehj8Tq/cXhQpv7/26jIb6bU1dWhp6fHc6U9TKmpqaFt27Z4/fo15yeVSvH69Wt07txZYZquXbsiODgYUunXD7QCAwNhamr6TQ9SAHuYqjByc3MrTPaSJbMwe/YUzJu3Ct27D0FWVjYePbIudXACwKhRg7Fr1zps23YAnToNhLe3Hx4+tOYtou7u3pg+fQnMzHpi8OAJEAgEsLW9g7VbluHg7hMY1HMs/D4H4PKtE6hiWFmhnLbtW+Hw6Z24aX0PA3uMwYsntjh1+SAaNq7PxQkLicD6FdvRp/sIjBwwCdGRsbh8+wQqVzHg4vQf3Av7j2/Hrav30c9iNC5duolq1Uwxf/5qmJsPRVZWNh4+vPwXdR6EnTvXYtu2g+jceRC8vPxgY3OZq7OpqTFMTY2xatU2tG3bG9OmLUXv3hY4cWKXXF537jxCenoGZk5fioEDfkdkRDTuPrgAdfXSFXXEyIHYvmM1dlgdQveug+Ht7Ye7Dy7CsFiba2lp4tWrt9i753ip+bx7+wmTJ8xFy5Y98NtvM1CnTk1cvXr8Hx0Hjx9bQ0lJ6afILOqHlSuL+mEJ+vSxwIkTu7k8tLW1YGNzGXp6usjLzcOypRthZ/cBLVo2hY3NpTLljxw5CDt2rIXV9oPo2mUgvL198eDBJV6dtTQ18eqlPfbsPqYwDxNTIR4+uoKQ0Ajkp8WiID0eUFaDsq7iGwxF5OSI0ah+XaxZMvub0wCAkqY+lDT0UJCZhPwvsQARbt87X+bYGz5iALZarcauHUfQo9swfP7sh9v3zsGwmN5u27EG/fr3xJQJ8zG4/ziYmApx6epRubyuXL4NP99AGBpWxpKF69G7xyhkZWXj3v3z6NK1PXx8AjBh3Bx07TQQV6zv4OTpPejbr4ds/Futxk6rQzDvNgSfP/vj3v0LvPFvtXMt+vX/BZMmzsPAfr/DxEQI6yt8XZgz9w+s27AY+/eeQKf2/TB00ARkZ+Vgw9bl2LfzGNavskKtOjVgWtUYIwdOwuqlWzBt1kRMnvY7l0e7DmY4emY3rlnfRV+LUXj+2BZnrQ+jURPZvKSppYEWLZvg4O4T6Gc5GtMmLkDd+nVw/uoRAMCQ4f04ef0sR0NDQwM1alUrtf3bd2iNU+f24cqlW+jRbRiePH6FS1ePonGTBlyceQunYdqMiVi6cAP69hyN7Oxs3Lx7juvX4uGPbF4gOycHgOxGrohevc1x8uxenD97DV07DsSd248wYFBvfPro+sP9rqSkhBu3T0NNVRX9eo3FnBnL8du4EVi1dgEXJzsrBx7un6GqqoptG/bCavN+mJgIcevheW5t0NLShO/nAKxZthUAUK9Bnb/VB0UMGNwbB0/swM2r97Bj8wGoqKjgxtV76G0+Aj6fA3D93hlefYvTrkNrnDi7F1cv30av7sPx9PErXLh6hNcvWlqacPzoiq0b9pTav14ePlgwezW6dxiIX0f8iXr1auPPaeOwcME6WFoMR1Z2Du7bXCxTR0eOHAirHWtgtf0gunUZhM/efrj/4CJvXtLU1MDLMualovLm5+djw6odGDFgIu7ceIgRoweVukb/XV0oyZpNSxAfL1IYtnDxDMyYNRkL569FT8sRyM7KLpd1s1PntqhdpwYePHgGAPD1DZDFKaXO5aGPxdmwZXmpdWb8fRYvXozTp0/j4sWL8PPzw6xZs5CVlcVZ95s4cSJWrVrFxZ81axZSUlKwYMECBAYG4vHjx9i+fTvmzJnz7ULpfwgLCwuaN28eLVu2jAwMDMjY2Jg2bNjwTWlTU1Np+vTpJBQKSV1dnZo1a0YPHz7kwm/fvk1NmzYlNTU1qlWrFu3Zs4eXvlatWrR582aaMGEC6erq0qRJk4iI6N27d9StWzfS0NCg6tWr07x58ygzM5NLd/ToUapfvz6pq6uTUCikkSNHfne91dVr8FxsbAKtWLGFuzYyako5OTk0fvxsubhFztHRjY4dO89da2jUpOjoOFqzxqrUNG3b9pa1zXUbqlm5BdWs3IJqVWlJcbHxZLVpP+dX3NncfUqvntnx/FydPenyuRsK49es3IKa1upERES/DfuTalZuQXWMzCg2Jp6WzVvPxYmNTaCVK7eShkZN0tCoSUJhM8rJyaEJE+ZwfiWdk5MbHT9+gbvW1KxFMTFxtHatValpfv99JonFYtLWrsP5ERGlpKTS6lXbSFerDulq1aFqJi0pJ0dMkyfO4/xKOmcndzp5/CJ3raddl2Ji4mj9up1ycfv3/ZWIiKqbtiw1v6J+GTHiDyooKKC4uH92HDRp0u0fG3u//SbrBy2t2qSuXoM6dx5IREQJCYm0auVW0tKsRe3b9SEiIrFYTBMnzCUtzVoKnZOTOx0/foG71taqTTExcbRu7Q65uH37jCUiIlOTFjz/OXNWUkK8iLS1alNuYojMpUQSEVFucsRXv290DRs2pKd3Ln9TXGlBHuVnJn31SwqlnBwxTZ20gAx06it0Lk4edOrEJe66sm4DiomJo43rd5GBTn2qWdWMJBIJTRo3l4vToY2sPXv3GCWXX0ZGJsXGxHPX1U1l43/KpPmkp12X5549taVLF2/Kxv+Ji5y/vk49iomJow3rdpKedl2qbtqSJBIJTRg3m4vTtnUvIiLqaTmC9LTrUs1qZpSVlU2DB47nyXB2cqdzp65Q1UpN6e6tR/Tw3jOKjYmnbRv3UdVKTWnNsq0UEx1LVSs1paqVmtKDO0/o5bM33HXVSk3J1cmDLp27zvMr7vr3GENERO2a/0Kuzp6cvHGjplOgfzCJEpKIiMiiyxCqotuA5+7dfkzPn9ry/Jyd3On8mavcdXxcAq1fbcVd167WmnJyxPTn5IW88DEjplKAfzD1shhBRESb1u3m0ty6YUP37z7h9ft7B0eKjor94X4fPfwPys/Pp4Z1OnJxFs1fR2lf0klo0ERujBW112ObF5Sdlc31QXFHROT40fVv9UHVSk2pRpUWFBsdR4vnrpWlL+wXoV4jEuo1ImP9xhQbE09bNuzh/Iq7+3ce04unb3h+Lk7udOHsNbm4bZv3JCKiHl2HKsyruEtMTCYiouZNzUlbszaZGregnBwxTZowl7Q1ayt0Tk7udOL4Re5aR6sONy+VjNuvcF6qatJCLkwslpCDgyPXZtUMmvF0oaT7u7pQ3L9IFyw6DiYioi6dBvDWrLi4hJ+ybhbFKVo3a1RtRTExcbRp/W45XSwvfSxyRfrYuV0/hfr/b0XUy7zC3I9w+PBhqlmzJqmpqVGHDh3o06dPXJiFhQV3D17Ehw8fqGPHjqSurk5169albdu2UX5+/jfL+5/bmbp48SK0tbXh6OiIXbt2YfPmzXj58mWZaaRSKfr374/379/D2toavr6+2LFjB3dswdXVFWPGjMGvv/4Kb29vbNy4EevWrcOFCxd4+ezZswetWrWCu7s71q1bh5CQEPTr1w8jR46El5cXbty4AQcHB8ydOxcA4OLigvnz52Pz5s0ICAjAs2fPYG5uXrJ430WdOjVhaiqEra0D55eengFnZw907NhWYRpVVVW0adOCl4aI8OaNAzp2bKMwjZaWJiZP/hVEhJdP3/DSOdg7ok37VgrTtWnfCg72jjy/t7YfSo2vqqqC3yeOQlpaOnw/BwAAmrdqAtOqxpCSFE/e3ICr/xuYmgoRHh6loM6Ky6+qqorWreXrbGvrgA4dFKcBAD09PaSnZ8qZ1DQwqIRly+bgjf09jJ84GunpGXBx9kCHjq1LlW/WujnevHnPk2/35j06dFCc5lswMNDHr78Og7v7Z5iY/DPjYOLEMQgLi4SysvI/MvYAQF9fl9cPgYEhSEn5AqHQEO/eOUJDQx2TJo2Fn1/QN4wD+X54Y/seHcqQXxJ1NTXk5uWBiL56Fv4WqGp8cz7fjZIKBEoqkObm8OS6uniifSnjSFVVFa1aN4O93YdiSQj2dh+4NGZmzaGmpgY7u6/tEhQYiqjIGLTvYMbLr1btGtDR0UZmZhbnl56eCRcXD4Vl0NPTRXpaBsxaN4fdG34Z7N4UK0PrFrIyvOGXITIyhtORHj27QUlJCaamxnByfQ7fAAdcvHwYZq2b452dzEyumpoaJBIJHOw/oW3hPCMWS1C1mimq16gKAGjbwQzv7D7xymln+x5t2/Pryq+HDqRSKXKys9HSrCne2X2EoVEV7D6wCfNnroLTJ9dS07brYMZrfwB489oB7QrrVat2DRibCGFv99XUb0Z6JtxcPNGugxkX7uXpi/2HtmL29GVISkoBADRt3ohLo66uBrFYZiWrqN99fQJQrbopatSs9kP93r5Da/j6BCIxMZmLY/v6HfT0dbk3+SXHWLMWjdGuQ2v4ePtzfVCSevVr/3AfpKelAwBatGoK02omkEqlePH2Nlq3bYG2Hcy4chER3tp9RLtS8mzb3gxv5frlfanxv4VGjevD0LAyYmLiEB0dBwDF1oe/mpdKzIvfOS+pqqpCTU0VzZo1wueQ93hufxsz5k7G+7eOpfbD39GFon4AwNOFnOwcuTS1a9eAiYmQp9/lsW6WFafk3FXE39XHIoyMqnD6mJMjVijr38p/xTR6EXPnzkVERAQkEgkcHR3RsWNHLszOzk7u/rxz58749OkTxGIxQkJCsHr1at7R5L/if+5hqmXLltiwYQMaNGiAiRMnol27dryzlYp49eoVnJyccPfuXfTu3Rt169bFoEGD0L9/fwCyPwj75ZdfsG7dOjRs2BCTJ0/G3LlzsXv3bl4+PXv2xJIlS1CvXj3Uq1cPVlZWGDduHBYuXIgGDRqgS5cuOHToEC5dugSxWIzIyEhoa2tj0KBBqFWrFlq3bo358+eXWVaJRIL09HSeK34DZ2wsO1YkEiXx0iUkJHFhJTE0rAwVFZVvSjN9+gQkJfkhJSUA/fr1gEAgQEIcfzs7SZQMI6GhQllGQkMkFVuEASApUT5+zz7m8I34hMBYF0ydNR7jR85AasoXAEDNWtUByL6tOrzvNHZsPgBA9i2PgYE+l4dIVFadDRTWWSRKgkkpZ7+rVDHAqlXzcO7cNZ7/2bOy60kT5+LBg2fYt38zZs6aBJEoCUJh6XmpqKggUYH80spcFpu2rEBysj/i4rxRo0ZVbNq0m8uvOD9jHPTta4mBA8ehSuExzJ8lswhZP8zHuXNXOb/MzCwsXrweAGBnfw+iRF/06m2B4cMmIyEhEcLS8ioaBwkl+yHxu/rB3v4DjI2NsHDhdJmHQAnK2pULf/48O0ACpcLFQMp/uE8UJUForFgHSxt7iaJkGBeOV6GxESSSXKSnZfDiiERJcm1pXCgnP1++DCXbcPiIAWjTtgWePHmlsN+LpxEKDSGRSJBWogzF49SuXQNKSgIsWTYLq5ZvxcTxcyEUGkFFRQVfUtMAAPa279F/UC+oq6tBaGyIuvVqYcacSbKyF+q6kdCQ93AAFM1L8t9nAbKHlNUbF+P+nSdQU1ODiooKkhKTsf/YNlw+fxNeHj5ISU5VmBYAhMaGCnW/qM+EhfOhwvlBaMSFL1o2GxfOXYOH+2cuTvHj0Lav32HQkD4wt+jM6Vqfvj0AgJvnvrffFZW96LpoLBSNsf2HtiI03h1P39zExTPX4OToXuraoF9J74f7IDND9iBfs7ZsbViycg7On74GgUCA1ORU3H18CZUK14bExNJ1Q1Y3fhnKil8Wk//8DaExrnjr+AgAMP53mSnmIsqa60ufl75vfahiaACBQIBNG/dg9JApsL5wE/MWT0ODhnXLXKP/bj8A4OmCIoSl3Kv83XWzrDilrQN/Vx+LOHxip5w+FsegciWF/ox/P/+TD1PFMTU1hUhU9tlVDw8PVK9eHQ0bNlQY7ufnh65du/L8unbtiqCgIN4ORbt27XhxPD09ceHCBejo6HCub9++kEqlCAsLQ+/evVGrVi3UrVsXEyZMwJUrV5CdnV1mWUuakJw1axaSk/2QlCRzqqo/14Dj9ev30bFjf/TqNQphYbKdINViZ/TLi48OzuhvORoj+k+E/ev3OHZ2D3fGu0Mn2Zs5I6Eh9h7Zisjw6MJUhBEjBpZ7WQBAV1cH9+6dh59fMAIDQ5CY6Mu569fvAQB8fQNxYN9JHNx/EvMXTvsp5SiN8PAoCASy727atzfDmjULf6q869fvY/PmfcjJyUG9erXh7W0HLS2tnyoTKOqHC/DzC0JAQCg37pOS/LBixTwAwMiRf+CXnqNk5+Tvnvuut08/ip9fEKZPW4L5C6ZBpUodqFSuBSrIB0nzAdBfpv9WBOo6UKlSm3PfY+CivGjUuD4i4zw4p6Lybfrf3bwTjh7fiflz1yA4KKxcyqKkpAQ1NTWsWLoZr1+/g4uzBxYvkj1Ut2jVFABw5eItnD9zDf0H94ZZmxaweXkND+4+BQDeB8nfioqKCk6c3weBQIBVSzZz/oOG9oWOjjYO7z9dDjXjM2rMYITHumPQkD4YNLQPN89ra2viwN6Tpaa7eP4GzpyyxrVbp+DpawcA3E6AVFp+47I0lixcjwE9x2Dl4s34c9YENGhYt1zyLa0PlJRktzyH9p6C7cu3AICDe0+CiDB4WL9ykf1XjBw9CKExrli/eRkESkpYvVz2TdihI9vL/BboZ+Lp4QM/n0BcPn8Tm9fuRvNWTaCk9PfnjtL64Y/p4xTqwsvXtxGb4I3YBO+ffq/yTzNt5gTo6GiXqY/7D239B0v0ffzXdqb+af5/jdZvQFWVv7ALBIK/XDA1NTXLRba2tjbvOjMzEzNmzFC421SzZk2oqanBzc0NdnZ2ePHiBdavX4+NGzfC2dkZlSpVUihDkQnJDh36c7+LPrQXCg15H0AaGxvC09NXYZ5JSSnIz8/n3r4UT5OQkMjzS0/PQHp6BkJCwuHmNh3JyX7o3c8Sjh++HmkxFFaRe4NTRKIoifehKCA7DlAyfk52DiLCohARFgV3Fy/YOT3E2PHDcezAWdi+eoeJf/6KxbPXwNvTl7PGEhcnQo0aXz/6FgoN4eVVWp1TFdZZ1m78OuvoaMPG5hIyMrIwdux0qKqq4FOxIzxFC6RQaIiE+ES4OHtixar5iIyIgaen4jdUycky+SXfDgqF8m3+Ldy68QAvX9kDkL1xtrW9W6w+P2ccnDt3FY8evYCqqio+fnyMVq2a/FSZRf2QmZmFMWOK+sEFgOxj7QULZLtCCfGJ8PLyxZTJCxAT6wklZSXYvnaAIpKLxoFxyX4w+u5+uHnTBjdv2uBLlD23Qihp6oMK8r8rn7Kg3CzkpxY7PiIovCFSUgaKvdgxEhris5efwjxKG3tGwipIEMnqLEpIhLq6GvT0dXm7FEKhIR7ZvMCalds4P/VC/VNRUS6RnyG8C8vQtVsHXL95CqtXbsP1a/egqqqqsN+Nio1/kSgJ6urq0NfX5e1OFY9TNM78/YO58OCgMBAR6hSztLV94z4IjQ1hJDTE5F/noJuF7EhIROGLmERRkpzFOtm8xH9DL7t53IvqNapizJApyMzIgkSci/z8fLTraIZWrZsjLMEdwNcb+1f2d3D75kPMnbmCy0eUkKRQ94t2Iore1hfV9dkTW7i6eOLkmb0ICAhBcuGul1nr5ohN4s8xlj264MiJnZy8Tet3Y8vGvahe3RQunq+QUDi/FR2L/tZ+FxX1S0IS2rTlHxErqktCYfmLxphUKoW/bxD8fYNgZFQFs+ZPwQcHZygi7Uv6D/cB166FdQsMCEFK8hfk5+ejUiV9RIZHoXp1U1lZjQzldny49AlJcjswZcVXxLOnb+Dq6sVdF+lH/fq1MWRIX9y69RBA2etT6fPS960PxfMJgOyYvLurF5SVlXntVpy/owtFdDXviLbtW3G6UISamiqePH6F9Wt3Qq3Eulm8jt7epbTLN6ybxeOkFTt2WHwMl+R79ZFfVtkc1928M9p3MJPTx+L63928k0L5jH8//3M7Uz9Cy5YtER0djcDAQIXhTZo0wfv373l+79+/R8OGDct8692mTRv4+vqifv36ck6NuwFRQa9evbBr1y54eXkhPDwctra2peapyIRkaGgE5/z8AhEXJ0KPHl930nR1ddC+vRkcHRWf4c/Ly4ObmzcvjUAggKVlVzg6upVaFtliSWjSvCEvXVfzjnBz9lSYxs3ZE13NO/L8ult2KjV+EUVvoAHA+ZMbxGIJtLW1EBEWhaCAEMTHi1CrVnVERkaXqLPi8ufl5cHdXb7OPXp0hZPT1zS6ujp49Mgaubm5GDVqKiQSCTIzs0q0eRDi4kSwsOwCAGjRsglSU76gTduWcHJ0l5NdJN/D/TMsC9MUybew7AInJ8VpyqJ4maKiYgHIFpWfOQ6KZIaFRQKQPRj9rLFX1A95eXkYOfIPuX7IzMxGXl4+4uJEXJtKpVIQEerVq/0X40C+Hyx7dIFTGWO/TKgAAEGgrgOAQHny3wv8MESANP+rK8gDSfOhpFbshZBAgLbtWsG5lHGUl5cHT3cfmFt0LpZEAAuLLlwaD4/PyM3NhYXF13ap36AOatSshvcOTggLjeScv38wMjOzoKPz9WWSrq4O2rUzg7OTO7p174ibt89gw/pduHD+OlcGD/fPnM5wZbDs/LUM7t6yMljyy1CzZjVOR4peahTf8dDRke2QmlY15uXdrXtHfHjnhLy8PAwbOQAuTu7cUTxXJw90s+Df6Jj36AxXZw/uuujmsU69Whg7bCpSC48R5uXlwcvDF0GBYejdfQT6mI9EX4tRXPifkxdi2+Z9vLxdnDx47Q8AFj26wKWwXhHhUUiIF3FxMjOzkJiYjKbNG8P21TsE+AcjMTEZx4+ch2XXobDsOhRTJsh2Zk8euygnTyqVIjIyBp7uPhg6vD+cHN2QnJTyXf3u7CRrC2cndzRt1pBnGa1Hz65IT8tAQOFDrcIxpqQETS0tuJYy14cEh/9wHxTh5ekDsViCevVrc/1i3qMLatSshuioWAgEAnS36ASXYnkWx9XZA90V9Usp8RWRlZmF8NBIzgX4ByM+XgRlZRXuAUJXVwft2puVOsd8nZdKzIvfOS8pyqd5yyYgIjh9UpzP39GFItattOJ0oY/5SEwYMwsAMHnifCxfuhmhoRHw9wtCfLyIp99f2+XH182y4hSN4ZJ8rz4CgI6uNtq0awWXwjxXLd8Ciy5DOH38dZTsdEpx/e/Xa6xC+Yx/P/9zO1M/goWFBczNzTFy5Ejs27cP9evXh7+/PwQCAfr164clS5agffv22LJlC8aOHYuPHz/iyJEjOHasdHOkALBixQp06tQJc+fOxZ9//gltbW34+vri5cuXOHLkCB49eoTQ0FCYm5vDwMAAT548gVQqRaNGjcrM9684cuQsVq6cj+DgcISHR2LDhqWIixPBxuYFF+fp02t48OAZTpy4CAA4dOgMzpzZCzc3bzg7e2DevKnQ1tbCpUs3AcgMW4waNRivXr1FUlIyqlUzxdKls5GdnY32ndpi5K9D4OnmjT9mjIeWliZuXb0PANh3bBvi4xKwa8shAMD5k1dw4+E5TJs9EbYv32Lw8P5oYdYMKxfJjghoamli7uJpePXMDqL4RBhUqYRJU3+FsakQjx/Iyp+ZkYUrF25h0crZiI2JR0x0HKKjY9GmTUtkZmahWbNG2LBhiVydnzy5Chub57w6nz69F66uXnBx8cTcuX9AS0sLly7dAlB0A38ZmpqamDJlAfT0dLn/NkpMTIZUKsWAAb9AKDTCrVs2WLlqPurWrY3fx41AdFQsVNVU8ejhV/k2j63xyOY5Tp28LOunw2dx4tQeuLt7w8XFE7PnTIGWlhasL9/m0giNDWFsbIS6dWVv2Zs2a4zMzExER8UiNTUN7dq1Qpu2LfHxowsSk1NQt24tbNiwFCEh4bh48eY/Ng5ycsR49uwNhEKjcpdZ9CClpaWJP/5YqLAfXr9+Byur1fDw8MGq1QsgkeSiVy9zqKurIS5OhIfF+uHx4yuwefgcJ09cAgAcPnQGp07vhbubN1xcPDBn7lRoaWnh8uVbXBpjYyNZPxTudjRr1giZmVmIiorhbiRmzJwIx0+ugJIqlNQ0oaRdGdKslG8+x5CdnYPI6FjuOiY2Af6BIdDX04WpibDUdNKcNChpVgIV5IEK8qCsVRkxsSI8fvTV8M69hxfx+OFLnDllDQA4duQcjp7cBQ/3z3Bz9cLM2ZOhpaWJq5fvAJB9XG196Ta2Wq1CauoXZGRkYuee9XBydOPdWNapWxPa2trw9wtC6zYtMGPWJMTFJmDMb0MRH5eA1NQ03Lx9BieOXcDIUYOgp6sD68u3kZeXh6NHzuH4yd1wd/OGq6ts/GtracHaWjb+09MzcfnSLWyzWoPU1DRkpGdi154NcPz0tQwhweF49PAlduxahwXz1iAjIxMbNi5FTEwcLHp2xehfhyI0JBxrNi2Bjq4OPFy9sclqJYaNGoS7Nx9y9Th70hq3H13AjDmT8OrFWwwd0R8tzZpj+cKNAGQ3j6cu7keLVk0w6dc5UFZW5t5kf0lNw+ljF7H/2HZ8fOcEdzdvTJs1gTvGFB4WhbUbliAuNgFbN+0FAJw8fhE2T60xe+4fePHcDiNGDYRZ6+ZYPH8dV6YTxy5i8bJZCA0JR0RENFatXYj4OBGeFPbrscPnsGDRdHz64IKIiGj88ec4WV/feYy4WNkfWj56dhXxcQnYaXUY6urqSE39gjbtWmLXjiNo2KjeD/W77WsHBPgH48TpPdiwbheMjQ2xet0inDltzf0lyNRp4+Dg4ISZsydBFJcIVVVVLFg6A/n5+bhxRXYs+sjpXZCIJTh38goAwNvDF5P+/BXLVs/D3VuPvrsP8vLykJmRBevzN7F05RzExsTD5u4TrNuyDFlZ2fD57I9d+zdCS1sT161lO/eHT+xAfJwI2zbJbnZPHb+M+08uYebcKXj13A7DRg5Eq9bNsHTBeq5fKhnoo1p1U5gU6mT9BnUAyHY3EkVJqFW7OoaOGAA72/dITkqBaVUTpKamQSg0hLRAimbNGmHt+sWIi0vgzUuPHlvj4cMX3Lx05NAZnDy9F25uXnB18cScwvVJ4fpQ+N9MzZo1Rkax9aFDh9YIDAjGlD9+Q2KsCBAIsHTVXOTl5eHiWdmLjYPHtyMuTsR9e/x3dSEvLw+xhYY2isjKlH2+EBYWgdjYeM7/2NHzWLZ8LkKCZWN87bpFiItL+Nvr5qVLN7F7z0ZoacleMh0/uQe6urrcnHj05K5y18eYknXOktU5PCyK08egwBD8a6F//sj4f4ofsDj4n8XCwoIWLFjA8xs6dKiciURFJCcn05QpU6hKlSqkoaFBzZs3p0ePHnHhRabRVVVVqWbNmrR7925e+lq1atH+/fvl8nVycqLevXuTjo4OaWtrU8uWLWnbtm1EJDObbmFhQQYGBqSpqUktW7akGzdufHe9FZmO3rZtP8XFJVBOTg69fv2OmjUz54WHh0fSli37eH4LFqyliIgoEovF5OjoRt26DebCatduR0+fvqb4eBFJJBKKioqha9fuUvPmFrRu+TaKiowhsVhCbi5eNKT375zJ8g/vnOjm1fs8U+czJy+m4KAwEosl5O8bRJPGzOLCGpi2pacPX1JcbDyJxRKKj0ug509sadAvv/LyqCtsTScPXyBRQhKlp2fQq1dv6eTJS7w6N29uwTNrXlTn4n4LF67j6uzk5Ebduw/hwnr3HlNqmzds2IU0NGrS4METyN39M6WnZ5BEIqHc3DzKzc2lN7YO1LplT55J1/DwKNq+9QDPb8mi9RQREU1isZicndyph/kwXvj2rQcUyp8xfSnpatWhju37kZ3de0pOSqGcnBwKC4ugkycvUZ067f7xcfCzxl7v3qPL6IfOXLwBA36n9++dKCdHTAUFBVSQX0Auzh7UsoUlz4x5eHgUbd26n+e3aFHxceBO5uZDeeFbt+5XKH/6tCVcnCvWtykpKYWkUilJ88SUl57wXebQHZ7fo4YNG8q5ZQtm/2Xa/KwUkhbkkVRaQAWSLGpn1otnujwiPIp2bDvI81u2eCNFRkSTWCwhFycP6mU5khduUqUpnT55mVKSUykzM4tsHjynRnU78eK8e/tJYbt8/OBMrVv1JOvLtxWGv337kfS069KSxRv4499iOM/EuVHlxnTq5KViZXhG9et04MWpZtKSLl24QakpXyg5KYVsHjyjJg270uplWykqMoYkYgllZmRSdlYOZWVm0ds3H8jLw4duXLnHM+M8fdJCCg4MJbFYQn6+gTR+9AwurEOLXqWOwZEDJ1HVSk05eWKxhFydPWnK73OJSGYa2eHtJ7pqfYdnInnKhHkUFBhCYrGEfH0CaOzIP+VMNu/ecZji40WUkyMmO9v31KF171LDP31w4eQVhUdFxVB0dCxlZGRSZmYWvbF1oMMHTv/tfm/RxJxePHtDWVnZlJiYTIcPniZD/UZc+PIlm8jXJ4DEYolMFwsKKDI8mgb1+pVr089efgrbMy0t/Yf7oGqlplTTsCUdP3SORAmJlJ6WQUEBIRQXm1DYLx7Ur8dozmS5w1tHumZ9l2fGfOrE+RRUNA58Aui3kdN44fNmrlRYhl3bD5NQrxG1aNidXj63I1FCIkkkEoqOiqXr1+7RyROXuL6yff2OWrXowTNhHh4eRdu27uf5LS62Pjg5uZOF+TBe+LYy5iVtzdrUpfNAcnR0o6ysbCookFJBgZRiomNpWL9xXHu9f+dY7rpQ0hWlKWkaXVerDu3YfvBru/zkdXPOjOVURbfBT9PH4s6smSUR/XdMo8dbWFSY+y8gIKKf/5Upo0LR0KhZofKNtStVqHwAEGWn/XWkn4yq0s83dFAWueX4bc5/GWWlij3d/CWy9GO6/xTGdfpWqPyCf8FXxTo/0yT9NyIpyPvrSD8R6b9g+ddUqRijC8XJL2Ht8p8mK09SofIBQF/95xsIKouM3HI87vyDqClX/GGtpHTFn5NUNPHmlhUm2+StXYXJ/lbYN1MMBoPBYDAYDAaD8QOwhykAV65c4ZknL+6aNWtW0cVjMBgMBoPBYDAY/0Iqfk/zX8CQIUN4/45cnJKm1BkMBoPBYDAYjP8VSMoMUJQFe5gCoKurC11d3YouBoPBYDAYDAaDwfgPwR6mGAwGg8FgMBgMhkL+BTaD/tWwb6YYDAaDwWAwGAwG4wdgO1MMBoPBYDAYDAZDIcT+tLdM2M4Ug8FgMBgMBoPBYPwA7GGKwWAwGAwGg8FgMH4AdsyPwWAwGAwGg8FgKIQZoCgbtjPFYDAYDAaDwWAwGD8A25n6H0CopV+h8lPFmRUqHwCUBRX/3iBqVJ0KlV/7TkSFygeA7HxJRRcBempaFSrfuE7fCpUPAAlhzytUfqWaPStUPgBICvIqugjQUFGrUPni/NwKlQ8AKf+C9UFPTbNC5aspV/ytWGaeuELl/xvaQEtFvaKL8K+F/Wlv2VT8HSaDwWAwGAwGg8Fg/AdhD1MMBoPBYDAYDAaD8QNU/L4qg8FgMBgMBoPB+FdCVNEl+HfDdqYYDAaDwWAwGAwG4wdgO1MMBoPBYDAYDAZDIcwARdmwnSkGg8FgMBgMBoPB+AHYzhSDwWAwGAwGg8FQCNuZKhu2M8VgMBgMBoPBYDAYPwB7mGIwGAwGg8FgMBiMH4A9TP0P8N7jGQJjXfDg5RW0atO8zLgDh/aB7ScbBMa64IXDXfTo1Z0XvmjFLNh+soF/lCO8Q9/j6t3TMGvbghdn7uJpuPvsMgKineAd9l6hnDVrFyIw5BMSknzx4NFl1KtX+y/rMW36BHj7voUo2Q+2dnfRtm1LXvjkKb/i8dOriI7zRHpWKPT1dXnha9ctQnCoIxKT/fDwG2VOnzEBPn7vkJTijzf299C2XSte+JQ/fsPTZ9cQG++FzOwwOZndu3dEZnaYLOzia57TPXgTeqefQnv9ESjXbVR2QbS0oTFhvizNmafQ2XkRKi07KIyqPvBX6F98DY3fZ0N9+ORCOU9w7+FF1K1X6y/r/Of08fD0sUNckg9evrmNNiXaWV1dDbv3bURIhDOi4j1x8coRGAmr8OKkZgbLuRGjBgIA1q9fgvAwF3xJDUKA/weEhjojPS0YAQEfMGnSWIVlmjljEgICPiDtSxDevbVBu3ZmvPCjR6zg5+uAL6lBiI7ywO1bZ9GoYT0uvHLlSnhocxkJ8T6ITZU5r8C36NK9fZltMWhoX7xzeoSweHfYvr+Pnr3NeeEDBvfC9bun4RP6AXFffNGsRWO5PGrVroF3To8Qk/IZsak+8A/5iHbtzeTilWTqtHHw+PwGsYmf8dJWcT/s2rsBwRFOiIzzwEXrIzAy4veD1a51sH17D3FJPrB/byMnQ6CqAWVdY6hUrgmVKrWhUqkaBOo6Csvj4uGNOcs3oMeQcWjetT9ev/3wl3Uoi7XrFiEk1AlJyf549Mj6m/XR188BySkBsLO/X4o+XkdcvDeyssOhr68nl+6T41M8f3EDAWGOCIt2w6Pn19Cte0dePkOG9cNHl2eIFnnj7ceH6NXHQq4sK9fMh0+gA6ISvHDnwYVSdUtNTRVvHB4gKT0QzVs04fy37ViNoGhnRCV7IyLRE2+dHmF4oY4oYuDQPrD7ZIPgWFe8criLnsXmZhUVFazesAivHO4iMMoJLj62OHBsO4xNjLg4k6b+CldfW0QmeSFc5AnfsI/Yd3ALtLW1FMr7J9oAAEaOHIiwMGdkZ4cjKysc3t523zQWZsyYCH9/B6SmBuDt2/toV2wsGBjoY9++TfD0tEVKSgACAz9g796N0NPTVZiPm88bxH/xQ0KaP7qZd5SLU5zBw/rCwfkJIhI8YffBBr/IzQm9cePeWfiFfUJCmr/COeHuo0tISPPnXEpGEE6f2/eXdS7POUGU6o+EFD/EiLxx1+YC6ha2ef0GdfDwyRUEhToiIckXnt5vsHb9YqioqODP6ePh5WOPhCRfvH5zR6H8Pfs2IizCBTHxXrh85ajc2tCmTQvYPLqMONFnpKYFISUtCB8cn6B1YV7LV81DUnqgnIsWef/t8ejmbSuX7/xF07nwiVN/5e6Xnr29Df+o0u9hgPK5XypCTU0VT+1vlSqroiGqOPdfgD1M/Q9wYNcJDOwxBn6fA2F9+ySqGFZWGK9th1Y4fHonbly5iwGWo/H8iS1OWx9Ewyb1uTihwRFYv2I7+nQbiZEDJiIqKgbWd06ichUDLo6amioeP3iBy+dvKpSzcPEMzJg1GQvnr0VPyxHIzsrG3QcXoK6uVmodRowciO07VmOH1SF07zoY3t5+uPvgIgyLLRRaWpp49eot9u45Lpd+0eIZmDlrMhbMXwtLi+HIys7BfZuLZcocOXIgrHasgdX2g+jWZRA+e/vh/oOLvMVJU1MDL1/aY8/uYwrz+PTJDXXrtEfdOu2RPn8U0uePQr6PG4gI4ttnkblhJqRRIdBeuhMC3UqKC6KsAu1lu6BkaIzsI5uQsXIycs7thTQ1ST5qnUZQ6zEIBZEhUK7TEOq9hyPnwgFkbp6L7Kwc3Ll/vsw6Dx85AFutVmOn1WFYdhuKz5/9cef+eRgafR0z23euQb/+PTF54jwM6vc7TEyMcfmKfP1nz1iORnU7ce7xw5dYsmQW5syegnnzVsPR0Q36+rpQEgjQtl0fTJw4F4GBIXL5jBo1GLt2rcO2bQfQsdMAeHv74tHDy7x+cHP3xrTpS9DKrAcGDR4PgUCAR4+vQElJNsVJpYSYmDhoaWliy/o9WDx3HdTU1HDtzulS9aFdBzMcP7sbVy/fRR/zkXj25DXOXzmMRsX0QUtLE46f3LBtw16FeWhqaeKJ7XXUqlMD61dZ4c+JCyCVSvHwqTU0NNRL74cRsn7YteMIenQbhs+f/XD73jkYFivrth2yfpgyYT4G9x8HE1MhLl09KpfXlcu3ce/OY4VyBCoaoIJcFKQnID81GlJxBpR1jCBQlb/BzskRo1H9ulizZHap5f5WFi+eiVmzpmD+/DWwtBiGrOwcPLC5BHX10ttk5MhB2LFjLay2H0TXLgPh7e2LBw8u8caBlqYmXpXQx5Lpatasho4d22DKhHn4xWI4fD7748rNkxAKDQEA7Tu0xqlz+3Dl0i306DYMTx6/wqWrR9G4SQMuz3kLp2HajIlYunAD+vYcjezsbNy8e06hbm3Yshzx8SKe37ARAzB1+ni8e/sJ82aswKMHL2BazQQHjm/HLwpuEtt2MMPR07tw/co99LMcjWdPbHHG+hA3FjU1NdC8VVMc2HMS/XqMwfRJC1GvQW2cu3IEADB4eD9s2LYcuro6eHj/OZ48fAklJQGatWiMw8d3yMn7J9oAAH7pbY6LFw9DT08Xc+euwuLF61G9uins7e+VORZGjRqEnTvXYtu2g+jceRC8vPxgY/N1TjA1NYapqTFWrdqGtm17Y9q0pejd2wInTuxSmE9yUgo+fXABAJyzPszTs+K069AaJ87uxdXLt9Gr+3A8ffwKF64e4bWLlpYmHD+6YuuGPaWWv1p1U+Tm5mLezJUYMWgSXr98i/YdWpc9N5fjnBATEweptAAxMXHo3WMUsrNzcK9wbcjPy8f1q3cxfMgktGvdCytXbMWkyWNx8dJhbLdajZ1Wh2DebQg+f/bHvfsXeGuw1c616Nf/F0yaOA8D+/0OExMhrK98XY+1tbVw5955KCkpQUVFGdu27Ye93XvUqVMTt+6dhaFhZRw9dBZN63fhuYjwKKipqZbLeLTaeoCX95mTlwHIdHLd1mU4sOsEhvT6HcYmRlBVU4FAoPhbofK6Xypi9abFSIhPLLX/Gf9yiFGhWFhY0Jw5c2jOnDmkp6dHVapUobVr15JUKiUiIrFYTMuXL6fq1auTmpoa1atXj86cOfNdMmoYNKcaBs2pZuUWFBcTT1Yb93N+xZ3N3af06pkdz8/V2YMun7uhMH4Ng+bUpGZHIiL6dehUubBFs9fQly9ppKtVh+fi4hJo9apt3HU1k5aUkyOmyRPnycUtcs5O7nTy+EXuWk+7LsXExNH6dTvl4vbv+ysREVU3bcmTuWrlNtLWrE3amrXJ1LgF5eSIadKEuZxfSefk5E4njl/krnW06lBMTBytW7tDLm6/PmOJiKiqSYtS8/sysSd9mdKbpPl5lBfsK7ue2JO+TPqFClISKefGqa9+xVz2+X2UnxBDX6b0VhjOuWkDKD8uijJ2LKU8X3eSirMp+9pxLrymaSvKyRHTH5PmUyXtegqds5M7nTpxibs20KlPMTFxtHHdLqqkXY9qmrYiiURCE8fN4eK0b92biIh6WY7k/IiIfh87Qy7/2Nh4WrFiCw0aNJ5SU79Q/QadKCcnh8aNn01q6tUVOkdHNzp27Dx3ra5Rg6Kj42j1mu2lpmnTthcRETVu0lUuHxP9JmSi34TWrthG+fn5tHXDXs6vuLt/5wm9ePqG5+fi5EEXz16Xi9uuxS9ERPRLt+E8/7HDppJUKiWrLQc4v2aNupFUKqU9O4+SgU59hc7FyYNOnbjEXVfWbSDrh/W7yECnPtWsakYSiYQmjZvLxenQpg8REfXuMUouvx3bDpKXpy93nZsYUqorkGRRQU56mXEaNmxIT+9cLjNOWU6mj1tJS7MWaWnWIhPj5pSTI6aJE+ZyfiWdk5M7HT9+gbvW1qrN6WPJuH0L9dHUpAUvXY3qZkRElJiYTJvW76Yqug2olqnMb/jgSVRFtwHdu/2Ynj+1pSq6DTjn7ORO589c5a7j4xJo/Wor7rp2tdaUkyOmPycv5KUbM2IqBfgHU+d2/WTzfZchVEW3Abk4e9Dpk5epmkEzqmbQjKpXbk5xMfEUFBBK16zvcv5F7sHdp/TymR3Pz9XZgy6duyEXt8gN6Clrg/bNfyE3F096/9aRRAlJVL1yc07e8SPniYioXatfeOX+J9qgim4Dun3ThnJycmjlyq2koVGTNDRq0qpV20gqldKECXM4v5LOycmNjh+/wF1rataimJg4WrvWqtQ0v/8+k8RiMWlr1+HlY2//kRzeOtKIQROJiCguLoG2bNhDQr1Gcu7+ncf04ukbnp+LkztdOHtNLm7b5j2JiKhH16FyYRKJhD6+d+aua1Y1o5wcMU2dtOAfmRPi4hLI9tVbbk4okj9l0nzS064r5w4fOkPp6Rl08sRFzk9fpx7FxMTRhnU7SU+7LlU3bUkSiYQmjJvNxWnbWjYP97QcQXradcmi21AiIvL08OHy6tRBNi4SEhI5nSzuzDsPJiIix0+uf3s8RoRH0eoVW+VkFOnk+VNXqYZBczp24CzduW5DX1LTKCcn56ffL00YPZMCA0KoZ6ch33Vv908S0rx3hbn/Amxn6l/AxYsXoaKiAicnJxw8eBD79u3DmTNnAAATJ07EtWvXcOjQIfj5+eHkyZPQ0VF8DOevICI42H9Cm/atFIa3ad8KDvafeH5vbT+UGl9VVQW/TxqFtLR0+H4O+KYy1K5dAyYmQti9+bp1np6eARdnD3To2LoUOaowa90cb4qlISLYvXmPDh0Up1Ek880bBwUy25Qqs3Xr5rw0RIQ3tu9LTfMtqLTtDigpI9fu0VdPIuT7uEG5flPFaVp3QUGwLzQnzofuodvQ2XYG6oN+BwR89dWcuAD5np9Q4OsGqKpBoK6JfB+3YnXOhKuLJ9qX0mZF7WxXop3t33zg0rRq3Rxqamq8OEGBoYiKjJHLd/e+jQiOcMIruzsYN2EUatWuAVNTY7y2fYdBg3rDzc0L06eNh0CghMOHtmOH1VpoaGjIlalNmxawteX3g+2bd+jUsa3CemhpaWLSxLEIC4tAVFSswnyMTYzQf1AvREfGom0HM4X5tGtvhnf2H3l+drbv0baDYn1QRLUaphAIBLC3/dpeSYkpAACLHl0UplFVVUWr1s1gb/f1GB0Rwd7uaz+YmRX2g52iflBcn29GoASSFvy9PMpCSaVQH/lzgLOzBzr+pT7yx+Zf6aOqqgovXXJyKgICQvDlSxo6dW4LZWVlTJoyFiJREjw9PgOQ7UgWb3sAePPaAe0K275W7RowNhHC3u7r2MhIz4SbiyfaFWt7I6Mq2H9oK2ZPX4acHDGvLq3MmsH+Db9/39l/QhVDA3xJTZOrR9v2reTGor3tB7QtZW4GAF09HUilUuTk5KBFq6YID41EXl4eiIiT16RpQwBAx058XfrZbVBEpUr60NDQ4Ol3amoaBAIBevUyl4sPFI0FBXOCrQM6dCh9LOjp6SE9PRMFBQXF8mmJ5s0bY97MFZBKZeeJPjg4lXoMt217M7yVa5f333Rst4hatatDTU0NjZo0gG/oR9h/tMHCxTPg7uZd5txcXnNCrcL1MDwsivPLSM+Ei4uHQvl169ZCr97m0NbWgl2JMWtXbG0wa91C4doQGRnDrdNBQaFITk5B8xaN8e6tIzQ01DFh4hj4+wfhzWsHhXPX+EmjkZeXjwf3nvL8f2Q8AsD8RdMRGO4I23f3MXf+VCgrK3M66WD/CV26d8DAoX2wdvk2BPqHQFlZWa5MQPndLxkaVcHOAxuxaOYq5GTL6wjjvwF7mPoXUKNGDezfvx+NGjXCuHHjMG/ePOzfvx+BgYG4efMmzp07h+HDh6Nu3br45ZdfMHas4u9KvoWkxGQYGVdRGGYkNESiKJnnlyhKhlHh8ZcifuljDr9IRwTFueLPmRMwbsR0pKZ8+Sb5QmPZGX6RiH9ETSRKglBopCgJqlQxgIqKChIVpDE2VpzmW2WWlr6KoUymKOHHZJaGmuVACAQCSGMief6UlgqBvuKjJUpGplBtZw4IlJG1bxUkD6yh1n801IeO4+KoduwB5Vr1Ib4lewiHigqXb8nyC0urM9fOJcdAEoTGsjFgLDSCRJKL9LQMuXyNjb+Ok21b9uOPifMxfPBkPHzwHHv2b8L0mRO4uHXq1ESXLu3RrFkjOLx3go+PP4aPGIBDh7bx8jU0rAwVFRUkiPjHH0QJ8v0wY/pEJCf5IzUlEH37WmLAwHHIy8vj5TNj5kSExrrCw98eGRmZePr4NXe8qyRGxor0IanU+IpIiJMdbRo3aTQ0NTWgqaWJzdtWQCAQoEoVxf1d2nhPFCXDuFBHhMal90Np/fstCNS0IVBRh1SS8deRf1SGkuzmRFSyT0WJpY/NUvUxsUx9rFxZPt2gQeOgq6uN3n0tEZPojVlzp2DsiKlI+5IOABAaGyqca4p0oKj/Fc5Hxeawwyd24sK5a/Bw/8yvS1H/JvLT61fSg34lPdy8ek+uHkZCQyQpGIsl5+Yi1NXVsHrDIjy48wRqampQUVHBh/dOMBJWwcx5U6CqqoKM9Ay0bCV7gWNsIuSl/9ltUITPZ38AQL16dSAQCFC/fh0sWDANAFC9elWFaQyLxoIC2SYmpc9tq1bNw7lz1zg/U1NjqKgo49ixC4iJjuP8k5NSuHqWRKhoTkhMKjW+IowK22fl0s0YOWgSDu07hbG/DkOtWtVLzac854SieTorK7tEXvw59cWrW0hI8oW7ly083H2gpKQk1+bF0wiFhpBIJEgrIb94nMzMLEyaMA9KSkq4cOkQYhO80au3OUYN/wOiBHn9V1dXw6gxg6EkEJTLeDx94jKmT1mEYQMn4tL561i4ZCY2blnOta9YLMbeo1uxeM5aZGZkISMjEwKB4tvk8rpf2nt0K6zP34SXh69COYz/Buxh6l9Ap06deOdyO3fujKCgILi7u0NZWRkWFvJn6EtDIpEgPT0dGRmyCS0rKwtE0nIt7wcHZ/SzGIXh/SbAzvY9jp3bU+p3J6qqKohN8OacqurP/2szyx5dAQD+QR//MZnfgsDAECpNvn1Xg0NJCZSRipzz+yAND0Kekx0kNleg1mOwLN/KRtCYvAhKwqrQO3IPeicfAaWc8/6n2LPzKGrWrI4nL65h6Yo5UFISYPSYoVy4kpISiIBJk+cjNSUVcXEiLF++GRPGj5LbnfpWrl2/h44d++GXXqMQFBSGK9bH5L67OHLkHPpYjMKk3+agdu2a6PoXH5t/Lz17myM42oVz2dk5AACLHp0RHOOCwEhH6OvrITU1DYR/15e1MmMURijITAQK8sovX3UdmXGLQgdU7Njcv38LsrPFCPQPQZ8eo/Dk8StcuXHyb70kKcm0mROgo6ONA3tPflP8Lt3ao8cv3RAZEYNAf/nvBr8HFRUVHD+3FwKBAKuWbuH8IyNisGj2GkyfPQlBMS6YOPU3SHJzkZCQCKm0fNcIoPQ2ePryOsJj3REe645XL+wBAGfP7kN6ejDs7e/j1i15Qyl/B11dHdy7dx5+fsHYunU/5798+RwAwKtX9uUqryS/9DZHaIwr54rWow/vnODnG4g7tx5h1vRlqFrNpFRjIH+HypUrYdacKYiM80BknAdUVFS/Kd2USfNh3m0I/piyEBaWnculLBoa6ti2fRUAYP7c1ejTawz8fANx885ZqKjI7wANHNwbOjraKCin8Xn86Hm8d3CCr08ALpy7jvVrduDPGeOhqibrkzkL/8SD20/g9NG1XOQBZd8vTZn+O3R0tHB0/5lyk/ezIBJUmPsv8O+4y2Qo5EduKq2srLBp0yaoqqoiOzsb48aNQ7o4EfqaxgBkW8qJCckK08redPJ3rYyEVeTe9uRk5yAiLAoRYVFwd/GCvfMj/Dp+OI4eOCuXZ15ePiy6fb2JViv8GFQoNOR9bCkUGsLbW/GbmeTkVOTn58u98REKDZGQIP/BpuMn2UTYr/cYZGRklSnTy6sUmUkymSXfFJYm81tQ694PlJkOaOtBoM//AFWgbwBKS1GYjr4kgwrygWIPxdK4SChVqgIoq0C5dkMoaWmDCr4ezVKpJfswV3f/daRP7celFQoN4V1anbl2LjkGDLk3+wmiRKirq0FPX5f3BlTWLvxx8vTJa7i4eAIAunXviENHt3Nx4+ITEBsbj/T0DAiNjeDl6YMA/2AoKSmhejUTBIeEAwCSklKQn5/Pe7sIyN4Ql+yH9PQMpKdnIDgkHI6ObkiI/4yhQ/vh5s0HXD6qKioIDgpDcFAYvqSm4cEza7x57QBFJCYo0gdDubezxfno4ISH955x10Vjb8q4+YiLiUd+QQESU1IQn+yDAL8ghXmUNt6NhFW4HTpRQun9IPqB8SlQ0YCyngkKMpNBkszvTl8WlJuF/NRix1cKH/SFQiPE8/TRqPSxWao+GpWpjykp/HSWll3Qv39P3Ln9CLo62vDy9MXyxZtg2aMrxv4+HIf2n4IoQX7HR1hMB4r636jEXCCbw/wAAN3NO6N9BzPEJvF3ZF7Z38Hd249k/Wskk9GpSzucv3oUXp4+3BHQkiSKkmCoYCyWnJtVVFRw4txeVK9RFWOG/oHMjCxIxJJCeVVw/84T3L/zBIZGVbBh6zJo62rjl97miAiP4uXzM9tAVU0Vr5/YYtP6XVBTk+lHz54jIBIlITExBT0KX4aFhfF374tIKhoLCsoXX+IDfh0dbdjYXEJGRhbGjp2O/Px8Lqx9ezMQEV6/vg0i4l5oTp0+HqEhEQplixTNCUaGcjumxfng4ASb+1/nBPXCOhsJq3C66lo4T+bl5ctngL83J6iqquLwwdO4an2HJ7/kg5uR0BDeXn7cdUyMbLcuwD8YaqqqOH5yl9wLh+L9LxIlQV1dHfr6urzdqeJxRo8ZAtOqJsjPz0dqahpcnD0wdcoiRES7oVXrFnJz1/iJY/DimR1amTX72+NREa4unlBVVYW2ljby8/PRsnUztO/UGtPnTgIge+mnpKSEUJE7Vi7ahJtX7nNpy+N+qUv3jmjTvhWC48vv4Y1RMbCdqX8Bjo6OvOtPnz6hQYMGaNWqFaRSKeztv/3N2apVq5CWloakpCQIBALcvHkTehqyCVAgEKCrRSe4OXsqTOvm7Cn3pr6bZedS4xehpKTE3TQqIjQ0gnP+fkGIjxfBwvLr9yK6ujpo194MTo7uCtPn5eXBw/0zLIulEQgEsLDsAicn+TRFZ/PDw6N4Mi0tuyqQ6SaXvkimu/tnXhqBQADLHl1KTfNXqHXvi7z3L1EQHgiVpsXOpgsEUGnaGgXBim8k84N8oCSsxtttUjKuLrPmV5CPfF83ZKyeisx10zmXH+oPypVA8vw29yClq6uDtu1awVlBmxXV2cP9M69vBAIBzC27cGk83T8jNzeXF6d+gzqoUbOaXL6ZmVkIC41AWGgEhMIqSE35gri4BPTs0Q0fP7rA1NQYJiZG6NDeDJ8c3dCgQV0UFBQgOiaeVyY3N2/uBquoTD0su+GTY+kLkEAggEAg4Cw5KcpHWVk2/fl4+yvMw8XZA90sOvH8zC07w9WpdH3IyREjPCySc4H+wUiIT0Q3i05ISfmC9LQM9OlrCVVVVTy0eaEwj7y8PHi6+8Dc4uvbYIFAAAuLr/3g4VHYDxaK+sGj1PIpQqCqAWV9E0izUkA/43gfESDN/+oK8gr1kT8HtG9vBse/1Ef+2PwrfczLy+el09TSBCB7uC/eTlKplLP86OLkwWt7QPZ9m0th20eERyEhXsSLo6OrjTbtWsGlMM9Vy7fAossQWHYdCsuuQ/HrKNnRtT8nL8SWjXvh6eEDc8vO6Ny1PS5ePwarzftQtZpJqXOtq7Mnupnzx2J3y85wLRa/6EGqdr2a+HX4n9y3V3l5+fD29OWZ/E5OSkGnru0gFksgFkt437n8E22wavkWhIVGIsA/GHFxIlhYdEFsbALy8vLw++8jCtc9xab3ZWNBwZzQoyucnL6OBV1dHTx6ZI3c3FyMGjUVEomEl8+vv86Aj48/bt16iF+6DcfieesAACnJqbwXIsVxdfZAd0Xt4uyhMD5QOCeERnIuwD8YCfEiXj4dO8m+9SprDfzROaF6jap4/vQNwkIjERYaCX//YMTHi1Crdg1eW7VrZ1bq2lD0nZ1lj5JrcOev8t29Fa4NNWtW49ZpTS1NSKVS3jojlUpBRGjSpAFPJ2vWqo5u5h1x5fKtchmPimjRsgkKCgoQF58ATw8fvHhii34Wo9HPYjT6W45BVmY2JBIJ+lmMxvNHtry05XG/tGGlFfqaj+JkThr79y2l/ixIWnHuvwDbmfoXEBkZicWLF2PGjBlwc3PD4cOHsXfvXtSuXRuTJk3CH3/8gUOHDqFVq1aIiIiASCTCmDFjFOalrq7OO9qkrKyM0b8Ng4ebN6bOnAAtLU3cvHofALD/2DbEx4mwc8tBAMC5k9a4+fA8ps2ZCNsX7zBkRD+0NGuGlYs2AZBNhPMWT8PLZ3YQxSeichUDTPzzVxibCvH4wdcbw6rVTFDJQB/VqptCWUkZLVrK/lckNCQCWVnZOHb0PJYtn4uQ4HBERERj7bpFiItLwKOHX/OweWyNRzbPcarQbOmRw2dx4tQeuLt7w8XFE7PnTIGWlhasL9/m0giNDWFsbIS6dWX/LdG0WWNkZmYiOioWR4+cw/IVcxESEo6I8CisXb8YcXEJeFhM5qPH1nj48AVOnrgkk3noDE6e3gs3Ny+4unhiztw/SpdZ+B8dzZo1RkahzNRiH5JbWnaBkrAqcu2fQDk0AJrTVqAgLBAFof5Q6zsSAnUN5L57Lmvn6SsgTU2C5JZspy/X1gbqvYZCY9wc5L68DyWTalAf/DtyX96VZS7OgTQmnD8QJGIUhAdC3WIACgK9IU2Mx/FTKxEfl4DHD19y0e4/uoTHD1/idGE7HztyDsdO7oa7mzfcXL0wa85kaGtp4oq1rM7p6ZmwvnQL26xWIzU1DRnpGdi1ZwOcPrlxNxT9+veEkdAQLs7uEItz0aNnVyxaOgtHDp1FWmYGVq6chzlzVyE9PQMfPzxBUlIKkpJScPjQNly4eAP3753HgwfPcPzERQDAwUOncfbMPri6ecHF2QPz5k2FtrYmLl2Smd6vU6cmRo0ajFev3iIpKRnVqpli2dI5yMkR49kz2QLYr28PuHt8xtSp4yCKFSE7Kwer1y9Cfn4+Th6VyTl0wgrxsSJs3yw7CnTmxGXcfXwRM+ZOxuvn9hg6cgBatW6OZQs3cO1XqZI+qtUw5b45qVdfNg5ECUncG0qnT65YumI2sjKyYFC5EpaumoP09AycO3OFy+few4t4/PAlzpyy5vrh6Mld8HD/DDdXL8ycPRlaWpq4eln2djkjPRPWl25jq9UqpKZ+QUZGJnbuWQ8nRzfejV2dujWhra0NobERNDTV5f7jR6Aq25GS5qRBKskCBEVHbUhuFcvOzkFkdCx3HRObAP/AEOjr6cK0xDc3f4VMH+chuFAf161fIqePjx9fgc3D55w+Hj50BqdO74W7mzdcXDwwZ+5UaGlp4fLlr//NYmxsVKiPsjmgWbNGePDgGdauXQR3N28EB4chNzcPhoZV4ObihXr1a+PilaOoU7cWXj63AwCcPH4RNk+tMXvuH3jx3A4jRg2EWevmWDx/HSfnxLGLWLxsFkJDZHPYqrULER8nwpNHMt0q/g0O8PX7lPCwKMTFJuD4kfM4dmoXJk4eg1vXbGDWtiW0tbXx6oU9KlXSw8btKxEfJ8KOLQcAAGdPWuP2w/OYPmcSXr94i6Ej+qOlWTOsWLQRgOxB6uSFfWjRqikm/ToHyspK3FvzL6lpOHXsEvYf3QY9fV08e2yLQcP6olIlffTqY4EtG/fAatc6xMUmYOumvf9YGwCyb9qcnNywevUC5Ofno23bVhg1ahDi40WwKfay4cmTq7CxeY4ThXPCoUNncPr0Xri6esHFxRNzC+fmS5dkY0H2IHUZmpqamDJlAfT0dLn/mEpMTIZUKkVYWCR27jyC06f34r3dJ+6oo6qaKs4W6uHhEzsQHyfCtk2y/4A6dfwy7j+5hJlzp+DVczsMGzkQrVo3w9IF67myFq19JoU6Ub9BHQBf54RadWrA1ycQS1fOQUZ6BjQ01LFm4xKIxWKcKqwf8HPnhPt3n2DK1N+RnJyCIUP7Yer0cYiPF+HRwxcYPWYI8vPzMWfuH3j18i0CAoKxYdNSfProigkTx8DVxQuurrI1WFtLC9bF1obLl25hm9WawrUhE7v2bIBjsbXhja0DtmxdCV+fAEye8ivi40Vo394MqqqqKCgowLXC3bOjJ3ehdp0aSIhPxKsXb5Gakva3x2O7DmZo264VHN46IjMzC+07mGGL1WrcumGDtC/pOH7kPI6c2Il3bz5y90vKKsqQSHIR6Bf8U+6XYmPigZivOpKdyf+OjfEf4p82H8jgY2FhQbNnz6aZM2eSnp4eGRgY0OrVqznT6Dk5ObRo0SIyNTUlNTU1ql+/Pp07d+67ZERFxpBYLCE3F08a3Os3zhznh3dOdPPKfZ6JzpmTF1NwYCiJxRLy9w2kiaNncWH1TdrQE5uXFBcTT2KxhOJjE+j5Y1sa2HMsL4+bV+4rLEf/vr9ypsp3bD9I8fEiyskRk62tA7Vu2ZNn3jw8PIq2bz3A81uyaD1FRESTWCwmZyd36mE+jBe+fesBhXJnTF9K2pq1yaq4zNfvqFWLHjzT5eHhUbRt636e3+JiMp2c3MnCfBgvfNvW/QplTp+2hBfvxvX7lBfo/dXc+aWDVJAYT9JcCeUF+1LGxtlcWJ6vO0nePuOZPc/YNJfygnxIKpFQfkIM5dw8Q18m9SrVTHqerzuJn92mnHuXqCA1maQSCb2xdaC2rX7hmSqPCI8iq20HeX7LFm+kyIhoEosl5OzkTr9YjOCFG1duQqdPXqaU5FTKzMwimwfPqGGdjlz4yKFTyNPDh9LTMygjI5O8PH1o4bw1ZKBTn9TUq9PWbfspLi6BxGIJJSenUHZ2DkVGxdD+/SdJT78+hYVH0uYte3mmzhcsWEPhEVEkFovJ0dGNunYbxIXVqt2Wnj59TfHxIpJIJBQZFUNXr92l5s3NuTi9+4ymDx+cKSsrmwoKpCSVSikuNoFGDZnCmSx//86Rrl+5yzNt/ufEhRRUqA9+PoH0+6gZvPD5s1Yp7P/dVke4OIf2naLMjCySSqVUUCCl4KBQamfWi2eqOCI8inZsO8jzK94PLk4e1MtyJC/cpErTEv3wnBrV7cSL8+7tJ4Xly02OkJlBz0lXGF6Qmy1nztzh+T1q2LChnFu2YPZ3m0bX0qxF27cf4OljyxaWPPPm4eFRtHXrfp7fokXrKKJwHDg5uZO5+VBe+NZS9PHq1btcOh8ff3L85EbJySmUnpZBaWnp9MbWgWcmecqEeRQUGEJisYR8fQJo7Mg/5Uwp795xmCu/ne176tC6t0KTy1V0G5BZM0si4psFd3ZyV1jWD++c6MM7J7px5R7P1Pn0yYu4udnPN5AmjJ7JhXVsWbr54FGDJlM1g2a0ZtlWyswsGocFFBocTjOnLaUqug3I4e0nump95x9vgwa1OtCnT64kkUiooEBK+fkF5OzsQc2bW/DMmoeHR9KWLft4fgsXFh8LbtS9+xAurHfvMaW2R8OGXeTyiYyIptzcXCIiGjl4Emey3OGtI12zvsszaz514vxic0IA/TZyGi983syVCuXu2n6YhHqNyKyJBb1/50TZ2TncnBAREU0WXYdU6JwwsN9vpKddlyZPnEfubt5UUFBAEomEfH0DaOP6XWRUuTEtWbyBvwZbDOeZUDeq3JhOnbzEWxvq1+nAizN00AT68F42F+fnF1BBQQH5+gZQ7x4juXHh8PYTZWZm0d5dx8ptPPboNpScndzpS2oaZWfnkL9fEG3esIdMqzTl4qxdto13v7R/13H68iXtp94vFXedW/YpddxWNAGN+1aY+y8gIPqv/L/w/08sLS1hZmaGAwcO/DQZNSsr/sftf4ovkqwKlQ8A0n/BMI8ZXbdC5de+o/g7gH+S7HzJX0f6yVTW0K1Q+ZJyNO7woySEPa9Q+ZVq9qxQ+QCgqVL60eR/Co0KLoM4P7dC5QNAVl7Fzwl6apoVKj/vZ/4VwTdSUMHnqVSVFJsg/yfRUin9j6L/KSJTvCu6CAoJbNKvwmQ39FN87PbfBPtmisFgMBgMBoPBYDB+APbNFIPBYDAYDAaDwVDIf8VEeUXBHqYqGDs7u4ouAoPBYDAYDAaDwfgB2MMUg8FgMBgMBoPBUAhJ2c5UWbBvphgMBoPBYDAYDAbjB2APUwwGg8FgMBgMBoPxA7BjfgwGg8FgMBgMBkMh/4J/l/lXw3amGAwGg8FgMBgMBuMHYDtTDAaDwWAwGAwGQyHMAEXZsJ0pBoPBYDAYDAaDwfgB2M4Ug8FgMBgMBoPBUIiU/WlvmbCHqf8BcqX5FSpfIKh4JSSSVnQRUON2WIXKL/gXtIGeulZFFwGSgrwKlf9v6IdKNXtWqPwvkbYVKh8AgjvPregioF2Mb4XKr6ZtWKHyAUBXtWL1EQCSxRkVKr+i5yQAqKyhW6HydVQ1K1Q+ANTVEFZ0ERj/UdgxPwaDwWAwGAwGg8H4AdjOFIPBYDAYDAaDwVAIsWN+ZcJ2phgMBoPBYDAYDAbjB2A7UwwGg8FgMBgMBkMh7E97y4btTDEYDAaDwWAwGAzGD8AephgMBoPBYDAYDAbjB2DH/BgMBoPBYDAYDIZC2P9MlQ3bmWIwGAwGg8FgMBiMH4DtTDEYDAaDwWAwGAyFMNPoZcN2pooxefJkDBs27G/lceHCBVSqVOkfl8tgMBgMBoPBYDD+WdjDVDkzduxYBAYGlnu+tWvXxoEDB34orbPXK4THe+DJq+to3aZFmXEHD+2Ld06PER7vgTfvH+CX3ua88AGDe+P63TPwDf2I+C9+aNaisVwedx9dRPwXP86lZYbg7Pm/Lvuf08fDy8ceCUm+eP3mDtq0bckLV1dXw559GxEW4YKYeC9cvnIURsIqcvn8Pm4k3n96jIQkXwSHOeH/2DvrsKqyrwG/Fy4gKKCSdtdYoGKiYo7dOXZ3d3eL3Y1iF3aCoKhINwjSKi1hIHm/Py5cuHBRZ0aHmd933uc5j3LO2nvtWHuds/Nu37EagOUr5hAU7EhCYgBR0d7Exfvj52/P7NkTC03TxEkj8PWzJ/7Da2ztrGjcpKHsWalS2mw3X42buzVx8f74v37Otu2r0NLSlItj2/ZV2D+/RewHP+xf3pZ7tmz5bAKCHIiO8+XG7TNUq1b5u+U0YeIIvHyfEhPvh43tNRrnK6fRY4Zw59453kZ6kPw5GG3t3PTklEFcvD+3b1v+kL5vlQHAmLFDuXf/ApFRXnz+Eoq2tlaBOIyM6nLr1hnehDnxOsQB891rKV5cg7Hj/8DF05qIaE/uW1/6rn326tOFF073iIj2xO7FTTrmsc+x4//A780Loj74ERnvQ2zSa+opsM8cevfpgoPLfd7HemPvcJuOndsWkFmybBa+gc95F+PFtZunqFqtktzzkqW0OXzMnLB3boREuLBn/0aKF9eQkzl1Zi/RH/yITw7gfawXq9cuLDRNzZo3Jj7xNb6v7f9TbQF+zA6qV6/CxUtHEZeuhLh0ZZS1yyJSKVaozvw4u3sxbeEq2vUaRr1WXbF++uKHw36PUsN6UO3JSWp5W1H5yk6KNahZqKx2v47UCbwrd9XytpKT0ezckgon11PD8QJ1Au+iVqfqD6XjZ7fRH/VTAMPGDsTG5SZeEc+5fP8UDYzrflNvl14duP/iCl4Rz7lld4G2HVsVkKlWozIHz+zAJcgW99BnXH1oQZlyBjJ9z9zu4v/OkesPLWnYqN439XXr1YnHDlb4v3Pk3rMrmHU0LVR2/fblhMR7MGbSMLn7Ry13Y+9xH/93jrzyecyOgxvYuHnZP+qHc5i/YCqPrC+T8CGApMRAQkOcSUwI5N7dc1T/gTRMnjSK169fkJQYyLOnN2nSxEju+f59m/DztScxIZC3Ee5cuXycWjWrycnsMF9DYIAD7xN8ePfBmzuPL2D0HT/co/fvPHO8TUiUGzbPrWifxw+LxWKWrZ6LzXMrgt454+Zny55DmzAw1JPJlK9YFvO963jl8ZDgSFdeut3n6Pnd2LrewjviBVfuW/yA7XXk/oureEe84LbdxQK2t2XvagJjXeSu4xf3yp6Xq1CGjbtWYON8E6/w51g73mDE3OGIVXIXbPUc1QOLF6e4FXiD3Td3UsuocJ9QqWZFVhxehsWLUzyIuEffcX0KyAyfM4wHEffkrmNPjnwzn/8WJJKiu/4LCJ2pn4y6ujr6+vpFnQw5zLfsp3Pb/vh4v+b8taPo6pZWKNekqREHj2/n/JmrdGrTj3t3rTl5di+169SQyWhoqOPo4Mr6VeaF6itXrgxpaWnMnLKE/j1H8/jRU0yaGqOmplpomH79u7Nx01K2bNpDG9NeeHv7c93qFLp6uR+Im7Ysp0vXDowaOYPuXf7A0FAfy7MH5eKZNn0sK1bNZaf5IZqbdKF3jxFYP37G3LmTmTJlDCdPnEckEhEaGkFc3AcWLFjD9BnjmDR5ZIE09e/fg82bl7Np425ateyOl5cvN26cRi87TWXKGFCmjAFLl27EpElnJk2cT6dObTlwcEuBuE6fvsS1q3fk7s2eO4lJU0Yze+Zy2pv148vnL1y7cer75bR5KZs37aF1q554eflx7YaFXDlpaKjz+PFTzLfLl01OGcycuQyztn34/CWFGzdPo6amVqi+75UBgIa6Oo8f2bF92wGFcRiW0efW7bMEBYfxe4dBDO4/gdq1a3D1xknWblzC9i376dCmLz7e/ly6frxQ+zRpaszh4+acPXOF9q37cO+ONRbn9lO7Tg369OvK2o1LuHvHmhPHzuH0yg2AkiW1FcbVtJkxR0/u5OzpK5iZ9ubu7cdYnj9AnTy2PnPORCZOHsm82Svp1G4AX76kcOX6Sbn6OXLMnNp1atCv92iGDJpIi5Ym7NyzXvZ874FN9Oz9O6dPXWLwgAl4efkzY+Y4pkwbUyBN2tqaHD6yDT+/QMqUMfhlbWH2nIk/vS3A9+0A4MrV44jFymQkRZKR+BZJRirKWoYgUi40TF5SUr5Sq3pVls2b+kPyP4pmtzboL51A3L5zhPSZwVe/YCqeWIdyacX2A5D58TMBLYbJrjdtR8s9F6kXI8XFh9htJ384Hb+ijf6on+rWpxNL1s5h3/aj9OkwHH+fAI5f2ktp3VIK9RqbNGDH4Q1cPnuDPu2H8fieLfsttlOjdu7HeoXK5Th3+xjBgaEM7zOJnmZD2G9+nNTUNJm+3dsO06P9EPy8X2Nx+SA6hbT/RiYN2X10M5csr9O93WAe3X3C4TO7qFm7egHZzt3bY9ykPlGRMQWevbR3Yvq4BXRo1pspo+dh0qIRk6eM+sf8cF5UVVWxun4PV1dP1NTUmDFjKaate/L5cwq3b1t+s94HDOjJ1q0r2LBhF82ad8PLy5fbt87ItUlXNy8mTJxHQ6N29Og5HJFIxO07Z1FSyv30q169CmXLGuDs6E7Qm1B8vf05f+1IofUg/U7Yxrkz1+jcpj/3s78TatWR1oO6RjHqN/yNndsO0bntAMaNmEm16lWwOL9fFkeNGlVRUlJi4ezVmDXvxZ2bj2jboRVvAkLp02EYfj4BnLi075u2t/PwBq6ctaJ3+z94fM+WAxbmcrYHYGf9nBZ1O8uuOROXyp5VrVEZJSUlVs7fSLfWg9iwwpzuw7sxZtFoANr2bMPEFRM5u+ss07rNINg3hA1n1qOto9gnqKkXIzI8ihObTxIf/aHQegt9HcqQRn/Irrn95hcqK/DfQSSR/Ff6fVLMzMyoV086enXmzBlUVFSYMmUKa9eu5fXr1zRq1Ihjx47xxx9/AHDp0iVGjRqFi4sLv/322zfjHj16NImJiZiammJubk5aWhpDhgxh165dqKioAJCamsqyZcs4f/48iYmJ1KtXjy1btmBmZgZIl/nNnj2bxMREWbzr169nz549pKSkMHjwYHR1dbl//z7u7u4/pNfMzAw7Ozu5tP6ZajMsWQcAkUiEq88Tjh+xZN+uYwXkDp/YgYaGOiOGTJHdu/PoAt5efiyau0ZOtkLFsjh5WtOhdV98vPzlnoXHeODq7EmfbiMAUNFQJTDYkamTF3L1ivzMTA7WT67i6urJgnlrZGn1fW3PkUOn2bnjMFpaJQgKdWL82DncsLoPQI2aVXF2fUSHdv1xdnKnZEkt/AJeMGTQROxs5UesX795yZ7dRzEyqodYRcy0qYsJCXVm0sT56OqWZs7cSdSq2VIujK2dFS4uHsybu0qWpoDAlxw6aIG5ueIXZN++3Th+Yid6ur+RmZkp92z5sjl079kJ0xY9AAgIcmDvnmPs3S2tCy0tTd6EODJl0oJCy8nG9hquLp7Mn7dalia/gOccPnSaneaH5GRNWzfj7v3zVCjbkKSkjwQEObBn91F27z4q05dTBleu3FKo78+UQevWzbn/4AJlyzQgKSlZdn/M2KGsXDGXqlWboi6WfqDU+a0mT1/e4tKFG0ybtFAWt4evHceOnGHPzqMF0nL05E40NNQZNniy7N69xxfx9vKnfoM6uLt6sXjBOgAqViqPi6c1Rw6dZtmiDXLxZGZlcfzULjSKazB0YO5MzEOby3h5+jFv9koAfAOfc2DvCfbtOQ6AplYJXgc5MH3yIq5dvUPNWtVwcL5P+zZ9cXfzBqBDx9ZcvHqMerVaExUVw7sYL4LehNKmZU9ZHG9CnUhO/kjVSk3k0nXi1G6CgkIZPnwAqmqqVKtsIiuX/1JbKMwOdHRKER7hRqeOA7l7IftDXiRCRacKGUmRSNJTCtT5t6jXqiu7N62gQ5uW3xdWwJsW02X/r3xlJymeAUSvPShLV/WnFiScuUX8kcsFwmr364jBsokENB70XT0q5fSpbnuK4F7TSfULlnvW5J2v3N9BwY6/tI3mkOOnjCq1kfmpy/dP4eXuy9rFW2XxPPW4w5ljFzmyx6JAHLuObkRdQ51Jw+bI7l26dxI/7wBWLdgEwM4jG8lIz2DBtJUFwufoW7Fwg0zfC6+HWBw9z6HdJwrI7z22FXUNdcb/MUN279qDM/h6vWb5/NwBDIMy+lx/aMmoAVM4cWEvJw6d5eThswrLAcDtzVO0tDXRLVWbjIyMX+6HFRH+zh01NRVKlpLOfGhpaRIR7sr4CfO4fPmmwjDPnt7ExcWD2XNWyNIQ9MaRAwdPsn274gGNevVq4+L8iDq/mRIcHCYXz+ekz3Tp3oHObfrj4mPDiSNnFX4nHDphjoaGOiOH5A5o3H50Hh8v/wLfCTk0NK7H/SeXaFKvA+/eRhZ4fufxBSRZWejr69LepHe27d3Ntr1TBeR3Hd2EhoY6E4fNlt27fO8Uft6vWZlte1v2rkZTS5Opo+YpTJMiFs6aQo8R3RltOpbdN3cS4BHA/hXSNiQSibB0PM2Nkze5dKCgT8iLxYtTWB234vpxK7n7w+cMo+XvLZjaZbrigMCDiHs/nN5/EtcKvYtMd6OIG0Wm+0f5T85MWVhYIBaLcXR0ZPfu3ezYsYNjx45Ru3Zttm/fztSpUwkPD+ft27dMnjyZLVu2fLcjlcOTJ08ICgriyZMnWFhYcOrUKU6dOiV7Pn36dF6+fMmFCxfw9PRk4MCBdOnShcDAQIXxnT17lg0bNrBlyxZcXFyoWLEiBw8WfMF9S++1a9coX748a9euJTIyksjIgs7oR5BIJDyze0mTpkYKnzc2achTu5dy92xt7AuVV0TFSuVRVVWldp0a+AS9wPbFTebMnYybqycmTY0VhlFRUcHIuB62T3I/+iQSCbZPXsjCGBnXR1VVFdsnz2UygQHBhIe/o2m2TLv2pigpKVGmjAGOLg/wfW3PqdN7aNasMYaG+jx58hxVNVVSv6aSnPwRJyd3mjVrRMrXr5QvX5aKFcvLpcnYuB5P8uiTSCQ8sXlO02aNCs2/lrYmycmfCnSk8lO5cgUMDfXl8pOc/BFnJ3eaNvt2OeVPk+2T57Iy+J6+J/n05ZRBYfr+ShnkR01VlbT0dLkBgIyMDACSEpPk4n5q+4ImJorz0sTEiKe28vb5xNoek6ZGNDSqK9dpyNFVt24thXGZNDXG7ol8J8Pm8TNMsm29kqx+cmU+Jn/CxdlDZpMmTY1JTEiSdaQAbJ+8ICsri8YmDalUuQLq6sXkPh4+Jn8iNDQcHZ1SVKxYTnZ/2PD+VK5cAfNtBzEso8+nT5/l8vJfbAv5iY9P4PXrIP4Y1g+QbmZWKqaFJCsDSUbqD8fz01ERU6xudT6/cM+9J5Hw+YU76saFLxNV0lCnuu0pqj+1oPzBFahWr/i3kvFPttH8fkpFRUzdhrV5YfdKLp4XTx0xatJAYRxGTRrw4qmj3D37Jy8xbiJdIiYSiWjbqRUhQWEcv7SXl74PuXz/FB27ti1U33M7BxqZKNZnbNKA53YOcvee2ryQkxeJROw4uIEje08R+Dqo0Pzn8Fv9WpQspY2Xp5/MJ/1KP6yIypUrULKklkx/Thocndxp/o16b9SoPjY29nJpsHnyjObNGisMo6GhzqiRgwkJCSMi4v0343lm95LGhbz3m5gY8azAd8JzGjdtqFAepJ3DrKwsucGVvHlpYPQbMZGxJCYmy9Lw4qmjzJbyY9ykAS+evpK79+zJywK22qxVYxx8H/Hg5VXWbF1CyVKFzzQDFNcqzsekj4hVxNSoXwNXe3fZM4lEgtszd35rXOebcXyPclXKcc7ZklP2J1i0ZyF6ZfW+H+hfQJZEVGTXf4H/ZGeqQoUK7Ny5k1q1ajFs2DBmzJjBzp07AZg6dSqmpqYMHz6c0aNHY2JiwowZM74TYy6lSpVi37591K5dmx49etC9e3esra0BCA8P5+TJk1y+fJnWrVtTrVo15s+fj6mpKSdPKl7KsXfvXsaNG8eYMWOoWbMmK1eupH79gg7iW3pLly6NsrIympqaGBoaYmhoWGj6U1NTSU5O5uNH6QjY58+fkUiyZM9jY+LR19dVGFbfQJfYmDi5e9+SLywOgMXz19K/5yj27DzC4KF9qFSpAgYGip2Gjk4pxGIxMQV0x8nC6OvrkpqaWmBkL69M5coVUFISMW/BFJYsXM/I4dMpVaokx07uACAmJpbHj5/Sq3cXzMxaEhsTR7VqlZk5cwIAhoa5yzN1dLPTFC2fppiY2G/mY/HiGZw8ef4HykkvO7788cehr//tcspfRzF5yuD7+mLzhY2VPSug7y+UgSLs7F5gYKDH7NkTUVFRQbukFqvXS2ej8q5PB4iJjZfZUME86Ba0kdh4DAz1s8slvkCY0jqKl4koiismJk5WFgbZaSjYHuJk6dM30CU2Tl5nZmYmCQlJ6OvryeJo3bYZbdq2QCQSUa16ZVnZGWTbW9VqlVm9diETxs+lZEktlJSU5D6scvT+l9pCYfToMYyGDesi1qmMWKcKSsW0yUiKgjw+6p9GXEoLkViZzLgEufuZ8YmI9RQvdUoLfkvkkp1ETFnL+/nbQEmJypfMERsW3Lf2oxj8Q21UkZ8qVbokYrGYuFj55UlxMR8U7sUD0NXXIS4mn3zsB3Sz5XX0SlOiRHEmzhzNM+uXjB00nUd3n7Dv1DbMfm9diL549Ap53+jp6xIXK9/e4mLl5SfPGkNmRianjpxTGEcOi1bNxifcgTu2lwAYP26O3PNf5YcVkVO3WVnyq01iomMxMFC8ZUBXtzRisZjo/LYSXTANkyaOJD7On4QPAfz+uxndug8jPT39m/F8672vZ6BbwNfGxsQVKq+mpsryNXOxunKXTx8/F3heWkdqe206tuKCxTXZ/fhv2EJhtpfXVp9av2DBtJWM7D+FbWv30rRlI45d2CO3xDEvFauUp/foXty1vIdWaS2Uxcokxsr7hIS4BErpKX6n/Aj+bq/ZPtecZcOXs3fZPgwrGGB+dRvqxdX/cpwC/w7+k52p5s2bIxLl9lZbtGhBYGCgbJTtxIkTeHp64urqyqlTp+Rkv0fdunVRVs5dv1+mTBliYqTrrr28vMjMzKRmzZqUKFFCdtnZ2REUpHgU7PXr1zRt2lTuXv6/v6f3z7Bp0ya0tbWpVUs6It+xY0c+pxb8yPxZdOjUhqC3zrIrZznkC3sn/H0DuXb5NpMnLqBsOcMCG/N/NkpKSqiqqnLn1iNOn93PjVunMWlqTLlyZWQyJ0+c5/Ch01y5eoI+fbti1q6VbPlM1t/4oNPULMHVayfx93/DhvW7CjwfPLg38xZMoW7d2ryP9kJF5df+KsGgwb25el3awfcPfPnL9X0LP79AJk6Yx8xZEwiPcscn4Dnv3kYBIMn6T60y/iYDBvUiPNIdXd3SbNyyFLFY2hbOWl7l/OUjRH/w5aH1ZdlMVVZWFkpKShw/sZNNG3YR9Cb0p6WlKNvCt9i5cx2xsfFkJr0nI/EdWWmfEf+JPVP/FlLc/UmysiHVL5gvjt68nbaezA9JlBrS7Yfj0OplRnSMj+zK8Z2/ku/5qZ+JUvZ71/q+HacOn8PPO4Ajeyx48tCePgO7/3R99RrWYczEYcyfvqJQmd4DuuEd9pKR4wYjEsGGFdsB2Lp91U9PT2EMGtyb99FesutX++bzF67TrFkXOnQcQGBgCGctD3xzL9bPRCwWc/jUDkQiEYvmKV4CmNMJc3jmxCXL6z9N9x2rh9g8eEqA3xse37Nl4rDZNGxUj2atCs7cGRjqceLiPp7eeca98/d/Whry42zrzLM79oT4h+Ji58ryUSspoVWCNj1a/zKdPwuJRFRk13+B/8nfmfLw8ODz588oKSkRGRlJmTJlvh8om/wvNJFIRFaW9MPi06dPKCsr4+LiItfxAShRosTfSvO39P4ZlixZwty5cwHptLS1tTVVyuQuPdDT1ykwIp9DTHRcgZGgb8kDvLB35Ob1XOeTs2lXT1+HmGjpaJezkzuAbDQsP/HxCWRkZBQY2dLT1yU6O46YmDjU1NTQ1taUG5HPKxMVJe18Wlpe5bTFJZnM4ydX0dEphb6+HlFRsaxYsZlVq7ZibXMFVxcvXJw9AAgNCc9NU1x2mvLNkujr68n05VCiRHGsbljw6eMnhgyeVGBWAeDOncecOHYOs/atGDJwIqrZ5aSvr0t0VG58+vq6eHn5Fgift5zy15F+njLI4e6dx0gkEo6f3EWXToNITUuXpT9KTp8eXp6F6PsTZfA9Ll26yaVLN6lUtixfvqQgFiszeuwQvnyR3yejr6dTYJQ9h5jogqOfeno6REfFULKklsIR9A/xCQXuFRaXvr6uzGajs9Ogl69s9fR18fb0k8Whp5ur8/5da9xdvXjhdJelizfyIV46cnrm1GWWLFiPgYEecXEfsHkm/WAIDY1AU7M4jRo3oEHD39hmvhqQttvq1asQn/iavr1H89Tu5X+mLXwLM7OWdO3annJlGxLhI90HkvU5HiVVDZSKlSArJek7MfwaMhKSkWRkopxvs7uyTkkyYgvfSC4fSSZffYNQqfTj75pP1q/o8iD3UBo1mU/4NW1UoZ/K/qZO+JBIRkYGuvlm4nT1Syuc8QXpLJKufj55vdLEZcsnfEgkPT2DNwEhcjJBASE0aWFciD6dAjM+OcTGxMkd8CDVlytv0rwROnqlee6R+z4Si8UsWzePsZOH0dq4G4/v2+Lu4iV7rqqqyrJ10K5dK5o2NcbRUXpwzc/yw4q4e+ex7J0IyN4FSkryH436Bnp4evgojCMu7gMZGRkY5Js90zcomIbk5I8kJ3/kTVAor165Eh3lTe/eXbh06Uah8XzrvR8bHVfA1+rpF5zpF4vFHDm1g/IVyjKw5xiFs1IGhnocPGFOVlYWV8/L7w3T+YYtFGZ7hdkqQETYOz7EJVCpSgVePnOS3dc30OWM1WFcHT04vEi61yz5QzKZGZmUzDcLVUq3FAmxit8pf4XPyZ95G/KOspXL/rQ4BYqG/+TM1KtX8mtlHRwcqFGjBsrKynz48IHRo0ezbNkyRo8ezbBhw0hJ+XMbmwvD2NiYzMxMYmJiqF69utxV2NK7WrVq4eTkJHcv/98/gqqq6nf34QCoqamhpaWFlpYWIpEIDQ0NRCJpNYtEIkzbNMfZ0V1hWBcnD1q3bS53r41Zy0LlQXq6VmhIuOx67f+G6KhYuXiaNZeOBDm+clUYR3p6Ou5u3rQ1y91ILhKJaGvWAqfsl5u7mxdpaWlyMtVrVKFixXKyF6CDgwsA5coZEhwcRnBwGAkJiZQsqcWHD4mY5QlbvLgGDRrU5eVLZwYO7ImDgwtxcbkfTunp6bi5ecuFEYlEmLVrKZcPTc0S3Lx1hrS0dAYOHE9qquK9H58+fSYhIYm0tHSCg8Pw9wskKipGLj+amiVoYmKEY/ZJdIWVU/40tTVrKSuDvPoiI6MB6Ud7jj6zfPpMTIx49Y16+ZEy+DPExsbz+fMXuvfsTFZWltzxzCKRiNZtW+DspDj/zk7uBeyzbbuWODm64+HuQ5u2LeTiAvDxea0wLidHN9qYtZC7Z9a+FU7Zth4WGpFdP7kympolaNykocwmnRzdKFlKm4ZG0iN8P336TIWK5VBSUuLe7cf4+7+RxZGVlUVkZDTFiqlRu3Z1AgNDiI/7QHLyJ5o37Yppy56yKzY2noSEJExb9sTZyf0/0xa+h7qGdClLgUEiiYScPVRFQnoGX33eULxFnj0fIhHFWxqR4uZfeLi8KCmhVrMyGTE//qGV9TlFVjfBwWH4/cI2+j0/lZ6egY+HPy3aNJWLp0VrE9ydPRXqdnf2pEVrE7l7Lds2w83ZSxanl5tPgZ8TqFKtIu/C3yvU17JNM1ydFOtzc/KkVZtmcvdMzZrL5K9fuk3X1gPp3naw7IqKjOHIPgtGDZQeqvT50xfCQiJkV+DrINnSwZxOzc/0w4r49OmzXL37+wWSmJiMWJw7tq2pWYKmJkY4fKPeXV29aNcu9zhwkUhEOzNTHF65FKpbJBIhEolkHffC4jFt0xyXQt77zk7umBb4TmiBi6OH7O+cjlSVqpUY3HscCQkFB0oMy+hz9bYFnu4+uLt50zyPLYlEIlq2NpHZUn7cnD1p0Vp+hU+rts0KtdUcfSVLa8sN1hkY6mF54wg+Hn4snrlGttc2Iz2DQK9AjFsZyaXJyNQIXxe/QnX8WYppFKNspTJ8iPnBQRuBfy3/yZmp8PBw5s6dy6RJk3B1dWXv3r2Ym0uP6p48eTIVKlRg+fLlpKamYmxszPz589m/f/93Yv0+NWvWZNiwYYwcORJzc3OMjY2JjY3F2tqaBg0a0L17waULM2bMYMKECTRp0oSWLVty8eJFPD09qVr1x35zJIfKlSvz9OlThgwZgpqaGrq6P76PadDQ3ri5eDFhykg0iqtz4ax0ZHzvoc1Evo9m41rpfrOjh05z/c5pJk8fzeMHdvTp342GxnVZMDt3CUTJktqUq1BGtqeievUqgHSUPjYmjkqVK+DnG8C8RdP4mPwRtWLFWLZqLl+/fuXQwdwToW7ePsOtWw85evgMAPv3neDg4W24uXrh4uLB1GljKK6hgaXlFQCSkz9x5vRlNmxaRkJCEh+TP7F1+ypeObjKRvmC3oRy+9YjNm9dwawZy/j48ROrVs8nICCIC+etWLhoBjExcVSvUZXmzRsTH/+Bli1N6NuvO7//Ppg7d85y89YDDh86LS2fPcc4ctQcN1cvnJ3dmTZ9HBoaGpw5Iz3JJ+cDRUO9GOPGzkZLS1PWOYiNjZd9NFatWokSJYqjb6CHerFi1G8g3cB6+OBpFiycTtCbUMLC3rJ8xRwiI6O5fethbjndseT2zQccyS6nfXuPc+jIdtzcvHB2lpaThoYGlmeuyMLoG+hiYKBH1arSj5jf6tbm06dPnDh+joWLZvAmKJSw0AhWrJxHZGQ0t/Lo+7NlANK9HgYGerKPprp1a/Hp02ciIt7JXqKTJo/klYMLGV8zMGvXklXrFnLpwg0GDe2D4ytXXF08mTR1FBrF1TlvKV03v+/QFqIio1m/RrrP58jB09y4e4Yp08fw6IEdfft3w8i4HvNmraR2nersPbiFgIBgoqNiGDFKesqav18A9erXZva8yYSGhMviOnzQglv3zjJtxlgePrClX//uGBnXY86M5bJ8HTpgwbwFUwkKCiUs9C1LV8wmKjKGO7cfARDwOojHD+3YtXcD82avREVFzBbzlVy7ckc2M3T61CWWLJ9NSspX4mI/sGrtAkQiEdOmLgKks1Bbtq6QawsvnjvSq3cXjIzqkZmZ+dPbwqULN396W/gRO3B85UpCQhJHjpqDsipIJCgV0wRlFbLSvvAjfPmSQvjb97K/372Pxj8gCG0tTcoYKt5f8iPEn7hO2a1z+eodSIpnAKVH90ZJXY3Eq9K6LrN1HhnR8cSanwJAd/pQUtz9SQuLRFmzOKUn9EelnD6Jl3NnRZS0S6BSVh9x9gi6ahXpoR4ZsQkF9mflsH/fiZ/eRr/lp5S+5K6AOHnoLFv2rsbb3RdPVx9GTfoDdQ11rp6XLv3cum8N0VExmK+XvkstjlzA8sYRxk4Zhu0je7r3/Z16Rr+xYt5GWVqP7z/DzqObcHrpisNzZ9q0b0m731szos8kDMros2XvatzdvPBw9WbspOFoaKhz5ZwVAOYH1hMVGcO2dXuk6Tt8lgu3jjN+6khsHj2lZ98u1Deqy9I50hM8ExOSSMz30Z6Rnk5sdBzBb6Qn1xk1rk8D47o4ObiRnJhMxSoV+JrylczMTEqXLslvdWv9cj/8NuK9zC+WL1+WUqW1cXZ2p0OH1kyfNpZ376MYMWIgkZHR3Lz5QBbf/XvnuXHjPgcPSd+ju/cc5fixHbi4euLs5M6MGeMoXlyd06elM9FVqlRkwICePH78lLi4eMqVK8OC+dNISfnK/fs2sngvXLBi06ZlOL1yQ1OzBEdO7URTqwRXL0nrfc+hTUS9j5F9Jxw7dIZrdyyYNH001g/s6N2/Gw2N68m+E8RiMUdP76J+gzqMHDIVJWVl2SxeYkIS6enpso7U24j3rF2xjY6/m7F+y1LCgiN4buvAaJnt3cxje7GYr9+XbXvnOXvjKGOnDM+2vc7UM/qN5fOkJ0NqFFdnxvyJPLhtTWxMPBUrl2fhqlmEhURg/0R6eEZOR+pdRCSbV+2itG4pSqlJZ6ISYhO4dvQ683fMI8AzkNfur+k7rg/F1NV4eEnqExbsnEdcVDwnt5yS5ltFTMUa0kNoVFTF6BjqUPW3qnz9ksL7UOnS7gnLx+Pw+BUxb6PRMdBhxNzhZGZmYXtD/rTmfyP/lYMgior/ZGdq5MiRpKSk0LRpU5SVlZk1axYTJ07k9OnT3L17Fzc3N8RiMWKxGEtLS0xNTenRowddu3b927pPnjzJ+vXrmTdvHu/evUNXV5fmzZvTo0cPhfLDhg0jODiY+fPn8/XrVwYNGsTo0aNxdHRUKF8Ya9euZdKkSVSrVo3U1NQ/dTT6wqUz0dPXxcfLj6H9J8pG4sqVLyM3Suzs6M7U8QtYtHwWS1bMISQojDHDZuDvl3tS4e/d2rH7wCbZ34ezN7Rv37yP7Zv3k56ejpqaKmKxmO271yGRwNu37xg2dCqpqWmycJWrVEQnz+EA167eQUe3NEuXz8bAQBcvTz/69R0jN22/ZNF6srKyOGO5H1U1VWysnzF3tvyRu5MnzmfT5mVcvnKMrKwsnj93pH+fsYRFvKWYuhqbNi9HV7c0WVkS0tLSqFmzKl26DMHF2YMqVSuho5O7dODq1dvo6pVm+Yo5GBjo4enpR58+o2TLGYyM6slOb/L2eSqXjjq1TQkPfwvA/gNbaNMmdyTv+Uvp0p56dVpTrJgqe/ZtRFtbi5cvnenfZ4xcOVWpUlEuTdeu3kFXtzRLl8+RlVP/PqPllkOMGzeMJctmyf5+8OgiAJMmzufQoVPs27dJqu+FE316j5Ibpf6zZQAwbvwwli2bLfv70ePLMn05HYAmjRuybNkcSpQoTmBAMPNnr+LyxRt4uHmzaOlM9A308PbyY3C/8cRm22f58mWQ5LFPJ0c3Jo+fz5Lls1m2ci7BQaGM+mMa/n6B+PsFoqNTmsVLZ8odOrFjt/TI5PCwt6TkWVLo+MqNiWPnsnTlHJavmkdwUCjDh07FL4+t79l5hOIa6uzcsx5tbS0cXjozsN9YufqZOH4eW7ev4votCyRZEm7dfCA7nh3gyKHTDBvRn63mqxCJRCQmJDF65AxevcwdPc7fFvz8AjFpavzL2sK7d5GoFlP5qW3hR+wgPj6BPn1GsXrVAsTaZQARksw0MpOjIDO3TL+Ft38gY2cskv29da/0By97d+3IhuU/fgRyfj7efUpMaS30Zo1AWa8UqX7BhI9bSWZ8IgAqZfXkDslQ0ipBmfWzUNYrRVbSR776vCF08DzS3kTIZDQ7NKfslrmyv8vvXgxA7J6zxO1VfFT3jh2H0Ciu/lPb6Lf8VLtGPXkXIf3Qu2v1iNI6pZi5aDJ6+jr4eQcwbvAM4rOXOpYpbyi3l87NyZN5k5cxe8lU5i6bRmhwBNNGzSfQP3f/8KO7tqxasIlJs0azfON8QoLCmDFmES6vpLMYpXVKMXfxVHT1dfHzfs3oQVNlh1KULWco935ydfJg9sQlzFs2nfnLZxAaHM6kEbMJ8H+jsCwVkfIlhd97dGD2oiloaKgTEx2HrfVzkj59wnzn2n/ED0+etIBzllcBWLZiNsOGD5DJmJtL9xW5unrSs+eIgvWe57efrly5hZ5uaVaunIehgR4eHr707DVCVu9fv6Zi2qopM6aPo1QpbaJj4rC3f4WZWR+ZjwXpj5erqalimj3rV6mytNOvLJZuZVD8nbCQRctnsmTFbNl3wms/aT0YltWnS7f2AFjby++B6tdjFC/tnWjTriVVq1WiarVKuPnZyp6v2LiAtNS0ArZXtryh3DePm5MncycvY86SKcxbNo3Q4HCmjpons73MzCxq1a1B38E90NTWJCYqFntbB3ZtPkha9pL3VmbNqVy1IpWrVsTeS36f1O8VumJ36ynapbUZOW84pfRKE+wbxLIRK0iMSwRAr5w+WXnSpGNQmoMPcgftB04ewMDJA/B46cnCQVKfpVtGlyX7FqFZUoukD0n4OPkwu/cckj4UzRJngZ/Hf/J3poyMjNi1a1dRJ+Uv06lTJwwNDTlz5sw/oi/nd6aKipSMH/tQ+pVkZH1/ieSvRllUtKtqM4vwxLQcNFT+mY3P3yLzL+xF/Kn6/wX1UNTtITHc5vtCv5i8vzNVVOT/nal/mnLFf3yFw68iPUvxXtp/kvivin//6Z8iNbPoy6B0Mc3vC/1CSqgU/Yl2VYv99dntn8W/9XemHMr2KzLdzd9f+75QEfOfnJn6L/HlyxcOHTrE77//jrKyMufPn+fx48c8evSoqJMmICAgICAgICAgIPA3+H/VmfrWiXv37t2jdeuffzylSCTi7t27bNiwga9fv1KrVi2uXr1Kx44df7ouAQEBAQEBAQEBgZ+JsGfq2/znOlO2trZ/Oay7u3uhz8qVK/eX4/0W6urqPH78+JfELSAgICAgICAgICBQdPznOlN/h+rVqxd1EgQEBAQEBAQEBAQE/kf4f9WZEhAQEBAQEBAQEBD4cSTCMr9v8p/80V4BAQEBAQEBAQEBAYGiRpiZEhAQEBAQEBAQEBBQSNH/oMe/G2FmSkBAQEBAQEBAQEBA4C8gdKYEBAQEBAQEBAQEBAT+AsIyPwEBAQEBAQEBAQEBhUgQDqD4FkJn6v8BKRlpRar/S9rXItUPUFpds6iTQFpmRpHqVxOrFKl+KPoyAFAWFe2EfAmVYkWqHyA1M71I9b9pMb1I9QNUf7mvqJOAetUuRar/Y/qXItUPoKKkXNRJKHLfKP4XlEFR+wRlpaJfKKUqKvp6EPhvInSmBAQEBAQEBAQEBAQUkiUp6hT8uyn6oQABAQEBAQEBAQEBAYH/IEJnSkBAQEBAQEBAQEBA4C8gLPMTEBAQEBAQEBAQEFBIlnAAxTcRZqYEBAQEBAQEBAQEBAT+AsLMlICAgICAgICAgICAQoSj0b+NMDMlICAgICAgICAgICDwFxBmpgQEBAQEBAQEBAQEFJJV1An4lyPMTAkICAgICAgICAgICPwFhM7UT8bW1haRSERiYmKhMqdOnaJkyZLfjUskEmFlZfXT0iYgICAgICAgICAg8PMQOlM/mZYtWxIZGYm2tvYPh1m9ejVGRka/LE1Vq1X+rsz4icPx9LEjOs4X6ydXadS4gdxzNTVVtu9YTUiYM++iPDlzdj96+jpyMo0a1efm7TOEvXUjLMKVa1YnqVevNgCrVs0nPMyV5KQ33L93gfbtTfkQ/5rYGN9C0zRl8igCAxz4mBzEc/tbmDQxKlT21s0zpKe9o1ev32X3GjT4jTNn9hMT7UNkgh+RCb44e1lj3Kj+N8uiZ5/fsXe6S1i0B7YvbtKhUxu55916duLi9eP4hTgQneRP3fq1FcazcOkMPF8/5f0HH6KT/Bkz/o9v6gVpPXj42BIZ58OjJ1cU1sO2HasJCnMiIsoDi7P7CtRDwqc3Ba55C6bInnfv2YnLVifwC3pJcIQLdx9dYMny2bxwukdEtCd2L27SMV+eARYtnYn362eER3lw5cZJqlatJHvW0rQpsUmvFV7+wQ65YbJtsWrVSryN9CDsrZvCMvgVtti0qTGbtizHw8eW97HehL515U2YE+9jvXH1tGHpijmIxX9+5XMr06Y8eWZFZJwPzu6PGTqsn3y5LZnBh4+Bsutdgg+hMe4ERbpy69F5jL5jjz16d8bu1S2CIl15/Pw67Tu1lj0Ti8UsXT2Xx8+vE/jWCRffJ+w+uBEDQz2ZzKjxQ3HweEhQpCt3rC/wzOkOcckB1KtfR6G+Xn268NL5Pm9jvHj68hYdO7ctILN42Ux8AuyJiPbk6o1TVK1WSUFMoKqqwhP7GwX0aTStT/mDK6jx3JJaHteo/syCGq/OU8vbispXdlKsQc1Cy0O7X0fqBN6Vu2p5W8nJaHZuSYWT66nheIE6gXdRq1O10Pj+DM7uXkxbuIp2vYZRr1VXrJ+++OGwSsW0EJeqgFinMsraZRGJ1b4p/0/Uw/jJI3jz1ol3H7x5n+DDtdsW30xTj96/88zxNiFRbtg8t6J9Hj8hFotZtnouNs+tCHrnjJufLXsObZKzxfIVy2K+dx2vPB4SHOmK9xt7vEOeE/jemRuPztKwUb1v6u/euzM2DjcJeO/MQ/trtOvYWu75nEVTsHG4iX/EK7yCn3Pu2lGMGsu3L483zwj/4CV3zZwzoVCdvfp0+Vu+cez4P3DxtOZdrDeh71yJiPYkMMwRi7P7ZTJDh/WT8xF5r/4DehTQt2TZLHwDn/MuxotrNwvWe8lS2hw+Zk7YOzdCIlzYs38jxYtryJ5Xr1EFd+8nxCa+Jj45gHcxXmzdsVrO/ylKU/QHX9y9n/A+1ptHNorfT1vNV/EmzJHwSHcsLPehpyfvmzdtXYHN0+tExvlg9/xmoeV+9PQuQqLdiYj3IjjKjY3bVxQqC1LbsHW4yZv3Ljy2v0b7fLYxd9FUbB1uEhDhiHfwc85fO4px42/73m4ju3Ps+XGuBlxj+w1zajQs3C9VrFmRJYeWcOz5cW6F36bXuF4FZHKe5b8mr5v8zXT8G5AgKrLrv4DQmfrJqKqqYmhoiEj07zGA61YnUVNTLfR5v/7d2bhpKVs27aGNaS+8vf25bnUK3TxOcNOW5XTp2oFRI2fQvcsfGBrqY3n2oOx58eIaXL1+koiI93Ro14/fOw/m06fPXLtxikULpzN92limTV9MK9OefElJ4eaN07x44VRomgYO7MW2batYv34HTZt1wdPTlzt3zhZwzACzZk5AIpEUuN/IuD4ltbUoXrw461dvZ/1qc8qUNeD6ndPo6pZWqLdJU2MOHTfn3JkrdGzdl3t3HnPq3D5q16khk9HQUOfVSxfWr9peaPqnzx7P+EkjsH74FKdX0g7D4iUzvlkPfft3Y/2mpWzZtBcz0954e/tz1eokunq5ad24ZRldurZn9MgZ9OjyB4aGBpw5e6BAXOnpGSxZuI5unYdw8bwV02eNl+W5RUsT7J68YOjAiXRs24/goFDmzJ+MzeOntG/dh3t3rLE4t18uzzNmT2DCpBHMn7OaLh0G8eVzChevH5flx+mVG3VrtJK7XF08ycrKYvb0ZbIw161OUry4BsdP7uLlC+cC6f6VtnjrriXt25syeeICBvUbh/2zV6iqqtCjyx8sXbyekaMHsXjZzELrRxEVK5XnwpWj2D9zoG2rXhw6cIrd+zbQvoOpnJyfbwC1q7VgzszlpKWlsWbZVrqYDcTX+zVnrx5Gp1B7NGL/sW2ct7zG720H8OCODcct91KrTnUA1DWKUb9BHXZvO0QXs4FMGDmLqtWrcPLcPgB69e3CqvUL2bHlAF3MBlKsWDEqVCpXaH5Mmhpz5MQOzp6+TDvTPty985jTCm1hJPNnr+L39gP58uULl66dUGjbq9YtJCoqpsB99UZ1SH0dytvpG4gxP4lYtzTKJTWJ3niUr37BVDyxDuXShQ9IZX78TECLYbLrTdvRcs9F6sVIcfEhdtvJQuP4K6SkfKVW9aosmzf1T4UTqRZHqbgOmV8SyEh8B5lpKGsZFuqH/ol66NOvG8vXzMPd1RvzzfuJfBdFk2ZG37TFg8e3ce7MNTq36c/9u9acPJvPFhv+xs5th+jcdgDjRsykWvUqWJzP7TTUqFEVJSUlFs5ezfpV5mhpa4JICaurd/HzDsDySuFtoXHThuw9uoWLZ6/RzWwgD+7acNRyNzWz9QMEvwlj5aKNdDbtT/9uI4mIeIfl1cOU1ikFQM++v1OylDb3b1szoPsorl26RXLSR65fuVNoPRw+bs7ZM1f+km/s068razcu4dEDW1JSUvDy8iMtLY1hgydz7cptWRzXr96hdrUWDB04kYyMDLZu3sfLF06Eh79j/+Et1Mmjb+aciUycPJJ5s1fSqd0AvnxJ4cp1+Xf8kWPm1K5Tg369RzNk0ERatDRh5571sufDRgxAV0+H5Us2MqDvWHy8/RkzdgjLVs6Ry39y0kdqV2sh812SLAlbN++jnWkfvL39uHL9hJwNb9gsfT+NGTGTnl2HYVhGn9Pn9pOfs2eucP2q4jIHOHPpEF26deD0iQv80X8i1g/t6Deoxzdsw4j9R7dy4ex1upgN5P5dG45Z7pHZJkDwm1CWL9pIR9N+9Os2krcR7zl79YjMNvJj2rM141eM5/yu88zuPosQvxDWWq5FW0exX1IrpkZUeBQWmy34EPNBoczcnnMY0Xi47Fr+xzIA7O88L7QsBP4b/M90pszMzJg+fTrTp09HW1sbXV1dVqxYgUQiwd/fHw0NDc6dOyeTv3TpEurq6vj6Fj4zAuDt7Y2SkhKxsbEAfPjwASUlJYYMGSKTWb9+Paam0o8nRcv8Tp06RcWKFdHQ0KBv377Ex8fLPVuzZg0eHh6IRCJEIhGnTp2SPY+Li6Nv375oaGhQo0YNbt4sfCSnMAzLGNCjZ+dCn0+bPhaLUxc5a3mV1/5vmD1zOV9SUhgxYgAAWlolGDFyIMuWbOCp3Uvc3b2ZOmURzVs0pomJEQA1a1ajtE4pNq7fxZvAEPz9Atm8aQ8GBnrMnDWBjZt2c+vWQ7y8/AgODkMsFhMaGlFommbPmsDx4+ewOH0JP79Apk5bzJcvKYwePUROrmHDusyePYkJE+cViOOUxUVKly7JsWOW7N99nP27j3P65EWUlJUZOqK/Qr0Tp4zgyWN7Duw5QWBAMFs27MHLw5exE4fJZK5cvMmOrQd4avuy0PRPnDKS82evYtbBlPGjZgNQslRJuvfsVGiYqdPHcvrURc5l18PcmSv4kpLC8BEDAWk9DB85kGVLNvLMzgEPdx+mT1lEszz1kMMTG3sOHbDg5QtnpkxcwJcvKfyRneflSzayb/cx3F29CA4OQ01Njc+fvpCQkExgQDCbN+zG08OXcROHy+KbNGUkO7Yf5P5da3x9XjNt8kIMDfXp2qMjAOnp6cTExMmuDx8SaWhUjyc2z+XDlDHg2ImdBAQEcf3a3QJl8KtsceeOQxQrVoz9+07w8rkT9s9eMXzoFN4EhtClWwfu37Xh2pXbDBnaF+/Xz4iI8uCRzRVamTYttL4AxowbSnjYW1Ys3UzA6yCOHbHkptV9pkwbIyeXkZFJTEwcw0cM5KzFFU4ePUfg6yAWz11DypevDBneT2H84yYNx9bankN7T/ImIJhtG/fi7eHLmAnSWc6PyZ8Y2m8Ct6weEPQmFFdnT5Yv3EBD43qULV+GCVNHce70FS6ds6J8hTIoKyuRmJBcaH4mTRmFzeNn7NtznMCAIDavl9rC+Dy2MHnqKHZsO8C97HqdOmkhhmX06dZD3rY7dGpDu/amrFq2uYCe+EOXiN11hhQ3P7R7tSfh/F0+P3VGvX4NolbuIysllZIDCvdZSCRkxiXkXvGJco+Tb9gQt+88n18UnPn8O7RuYcLMiaPo2LbVnwqnpK5N1tdkJKmfIDOdzE9xIJHwR7Zd5+efqIcp08dw1uIyA3qNYcfWgzx76kBmZiZDC7HF8ZOlvvHgXqlv3Lphr9Q3TpD6xo/JnxjSdzy3rO7LbHHpgvU0NK5HufJlAHhibc+cacuwe/KC/oN6cubkJfaaH6ZFKxOWzF1LypcUBg/rq1D/2EnDsbN+zuG9p3gTEIL5xn14e/oyevxQmcyNq3ext3MgPOwtAf5BrFu+DS0tTerUlc4ojJ86kk+fPvPqhTOOL12ZM2UZXz5/oe+A7gp1TpwyEpvHz9i/5/hf8o2Tp43h7OnLdO3ekVXLttCr63A+f/pC8xaNuXH9niyOr19TiYmJY9CQ3lg/fsbRw2do3KQhG9ftlNb7pBFy9W6+7QD37kj1TZm4AMMy+nTPrveatarRsXNbZk1fiouzB69eurB4wVr6DeiOoaE+AIOH9mHzht0cPmjBE2t7+vcZg0QioWu3DnL5l0gkMp8+fMRALHLeT6/fMHfWSr6kpDBspNSGNbVKMHzkAJYv2cSzpznvp8U0ay7/flqycB3Hj54lrJD3f/WaVWnbviXXr9xh1ZLNPLN9ycRRc/iU/IkhhdiG1E8+l/nJ7TLbyF0NYpXPNtYs3ypnG/npM74PD84/wPryYyICIziwZD+pKal0Gqz4HR7oGcjJjSd5dusp6anpCmWSPySTGJsou0w6NOV96Hu8HbwUyv+byCrC67/A/0xnCsDCwgKxWIyjoyO7d+9mx44dHDt2jNq1a7N9+3amTp1KeHg4b9++ZfLkyWzZsoXffvvtm3HWrVsXHR0d7OzsAHj27Jnc3wB2dnaYmZkpDP/q1SvGjRvH9OnTcXd3p127dqxfnztCNHjwYObNm0fdunWJjIwkMjKSwYMHy56vWbOGQYMG4enpSbdu3Rg2bBgfPige9SgMZ2d3TJoaK3ymoqKCkXE9bJ/kLleRSCTYPnkhC2NkXB9VVVVsn+SOngQGBBMe/o6m2TKBgcHEx39gxKiBqKioUKyYGiNGDiIoKAR9PV1sbOwBMDNrRc8enXFwcKFaIcsPVVRUaNSoAdY2z+TSZGNjT/PmjWX31NWLcfr0PmbOWkp0dOwPxaOlpUlMdGyBzkcOjU2MeGorv3TnifXzQuUVUalyeQwM9enSrQNL5q8lNiYOgKA3IT9QD7llLJFIsMtTDw2N6ymsh4jwdzIZFRUVAJqYNORNmCOPba/yx/D+2D15QRMTxbqbmBiRkZFBYkJinjzby/Kck5+85fIx+ROuzh6YFBLniFEDUVZW4tD+k3Jh3gQGY2rajPlzV3+jDH6+LQ4bLn3hR0S8l9P59etXmrdoTJWqFRnyR18kEgnjx8yhdYue3LC6x+XrJwpdOgXSkWu7J/L2YmNtX6Ceq1arhE+APY2aNKD2bzUom/1xKZFIsLdzoLFJQ4XxN25qxDNbB7l7tjbPafwNe9TSKkFWVhYpX77QwOg3ntm+RFdPh2271jBz8hIcHVwKDdukqRF2BezfnibZ+alUuQIGhvrY5RlIyLGFJk1z06Snp8POPeuZOnEBKSlfC9WHiphidavz+YU7SiWKk5n4ESQSPr9wR91Y8fJZACUNdarbnqL6UwvKH1yBavWKhev4FyASqyFJT5G7J0lPwSRPmeXlV9eDiooKDY3q8sxO3rbi4xJoXFiaTIx4Zic/gGRr85zGTRXbLkj9bVZWFklJ8h14FRUVqW3aOaCpqUliQpKsLTQqpC00MmmIfb70PrV5Uai8ioqYP0YNICkpGV/v16ioiKnf8DdSv6YyZdY4PN48486Ti8TExGHStFGhec4/aPajvrFZs8Y0NKpLeNhbypYzJCsrC+un1yhZSovJU0fLzW7lkONPhgztQ8qXr9y0uo/N42cyO6lUuQKGhvpyPvJj8idcnD1kPsekqTGJCUm4u3nLZGyfvCArK4vGJg0VxqGrW5q0tHQ+fvwsl57iJTTw8LHFy+8pxo3rExQYInsmkUiws83jm42y30+2it5PRgrLVxG/d2uHSCQiPSOdF273een+gK27VvPqpUuhdd3YpGEB27SzeVGoX1VRETNs1ECZbeRHrCKmev3qeNi7y+XX3d6dWo0K90t/BrGKmHZ9zXh88dFPiU+gaPmf6kxVqFCBnTt3UqtWLYYNG8aMGTPYuXMnAFOnTsXU1JThw4czevRoTExMmDFjxnfjFIlEtGnTBltbW0A68zRmzBhSU1Px9/cnPT2dFy9e0LZtwfXsALt376ZLly4sXLiQmjVrMnPmTH7/PXdfj7q6OiVKlEAsFmNoaIihoSHq6uqy56NHj2bo0KFUr16djRs38unTJxwdHf9UucTGxGFgoKfwmY5OKcRiMTHZH/yKwujr65KamkpS0sdCZT59+kz3rsMYPLgP0XE+vI/2omOnNqxavhWA6OhYSpcuxfFjOxk3fg7vI6PR0tJUmCZd3dLSNEXLpyk6JhbDPPkw374Gh5fO3Lr18IfiadLUmN79uuLq4om+ga7CMPoGusTGxMvdi42NK1ReEXr60jS6OHtw/66N7H5S0kf0v1MPBXTH5Oo20NcjNTWN5Hz1EBMTh0G2jE72koV1q7bTt+dobt14wPadayhTzrDQPJQpY4BYRSw3UhobGy+T18/OT8FyiS80zoGDewPg5xMgu1eqVEmqVquMm7s3Hz9+KrQMfoUttjVribubF/MWTMHQUB8lJSUGDu5Fs+aNadnKBBcPa7S0NOncfiAOL5wJDQln357jOLx05o/himcxQWovMbHy6Y2JiUNLW5NixaR7YlycPZg+eRGTJyxAJBJRspQW1++epngJDVk56ukrLkc9fV1iY+XLPS42vsAesRzU1FRZunouVlfvoqqqilgsJi42np0HNnDm5CU83X34EJ/wzfzExhTMT64tSP9VJGOgn2vbew9t4dSJ83IfdIoQl9JCJFZGrUYlijWoSeJV6YdFZnwiYj3FS3rSgt8SuWQnEVPW8n7+NlBSovIlc8SGisukyFFSli77zsqUuy3JyizUH/zqesj1N/LhU1PTZHHnR0+Rb4yJK1ReTU2V5WvmYnXlLp/yfaSX1imJWCxGLBYzeuJQzlpcBrJt20BxPerpK9JfsO106NwGv/BXBEa6MH7yCIb1m0jCh0RKZ+f55rX7TB+/gMG9xnHu1GVq1a5e6D5afQPdgv7oB31j+QplEIvFqKlL/cCCxdPZse0gN63uo6ysjNWdM5QsJb9kLEff8JEDuXL5lmzGKsdOcvx8/nrL+57QN9AlNk4+PZmZmSQkJKGvrycXx/3HF3kf642LhzXR0bGEh72VhXkTGMyMqUsYNmQKSxauR0lJiRWr51G2rKFc+efYm75B4e+nwuxcETVqVkMkEmFkXI/ZU5Yyd9py6jf8jcZNjQp93+jp6xKnwDYL2kZbXoc7EhTpyoTJI/gj2zbyo1VaC2WxMglx8s8S4xIppad4WeCfpfnvzSmuVQLrK9Y/JT6BouV/qjPVvHlzub1KLVq0IDAwkMxM6UvsxIkTeHp64urqyqlTp354X1Pbtm1lnSk7Ozvat28v62A5OTmRnp5Oq1aKl334+fnRrFkzuXstWrT44Tw1aJC7wbN48eJoaWkRE1NwD0JePn78SHJysuxSsJ3op1OsmBr79m8iKiqGtNQ00tLSqFq1Eus3LZXJHDq0lQsXr2Nv/+pv6+vRoxNmZq2YO2/VD8nXrlMDi/P7Md+8n4jwd39bf146dGpD8DsX2dXS1ASALRv2/lQ9fwYfnwC8PH3ZvfMIe3YdoXG+jcI59BvQAyVlJY4eOk1c3J+b8cxL/4E9CX3nSug7V8Leu9GoSUF9O/au423Ee+L/hp4fIccWHRxc6NiuP507DsLPN4DiJUqgrKyMb+BzouJ9mDh5JHduPSI87C27dx5FSUkJVy8bwiPdZVcr06ZUqSKd9ch733zX2h9Oz+NHT7lhdZ/A10EArF22DS1tTXr26fJT8y0Wizl0cgcikYgl83LT16P375QoUZy9O4/+VH2FMWHyCEqUKM4u88M/HEZ36mCilu0m7U34d2VT3P1JsrIh1S+YL47evJ22nswPSZQa0u3vJPt/jr9SDz8LsVjM4VNSW1w0b02hcms2LuLOjYecP331p+l+Ye9El7YD6NtlBLY2zzlwYrvcXpub1+7h8NwZf98ALE9d5oW9I3r6Oqiqqvy0NORFSST9zNppfojbNx8SExNPaGgEEomEXgp8QLVqlahVuzqWpy//FP0DBvUiPNIdXd3SbNyyFLE4N5/jRs2inWkfxo+Zg6GBHjVq5h7U4uTozsXzVnh7+eHs5A5AYmIyo8cOya/ip6KkJP0u27ntEI4Orrx87sT8mSspX6EsamrfPrTle7ywd+T3tv3p02U4tjbPOZjPNv5JOg3ujIutCx+if+378GchLPP7Nv+vfrTXw8ODz58/o6SkRGRkJGXKlPmhcGZmZsyePZvAwEB8fX0xNTXF398fW1tbEhISaNKkCRoaGt+P6C+Qs2wrB5FIRFbWt82rdevWeHh4yP62s7PHxztQoWx8fAIZGRkFRhf19HVlS+diYuJQU1NDW1tTbkYgr8zAQb2oWKk8jRp2kB0SIRaLsbO/AYCBgR7tspf4zZ0zGWVlZSQSCUpKSqR8CWPKlIWcsrgIQFzcB2ma8o1CGejrEZWtr52ZKdWqVSIu1k9O5tLFo9jbv6Jjp4GyeBo1bsDypbOxPHWJndsPsefg5gKzXjnERMcVGPXX09MtVB6kDvqm1X3Z3/MXTpPed5bfE9SseSMi30crjCOnHgro1s/VHR0Ti5qaKlramnKjf/r6ukRnyyiKx8XJA03NEsTlm+Ho078bO/euJz4+gfg4+dkKPT0dmd6YmNjstOjILafU09PB28sfgPv3bHB1kdrc2PHDGDS0D6VLl5QL07p1c7S0Naleowq9er9GJBKhrKxMfOJrZs1YxsULN36qLXZsP0B2MMm4MXMIe+vKpg27GNR3HJqaJYiOjuX4qV0EBATj6e5NZmYmWVlZtGvdR66Nff70BYC2rXJPZ/qYLJ1Zi4mOQ19PPr36+rokJ33k69dUufs5daOuoU7wmzAqV60oK8f8I805xMbEFTh0RVdPp8BIuLQjZU75CmUZ1GsMnz5+JvVrGhkZGTRpZkRD43qEREv3DykpST/uHttd5cqlW0yfvEgWj9T+C+Yn1xbiCpR3joyXl7Qttm7TApOmRryPk58NUaRPtVoFJBIJiVcfkWSVO4urrFOSjNgf/MjIyOSrbxAqlX7Mn//jZGVK7VBJWe62SEmZGAXLk+HX18O1K7ez/YS8DjU11QIzMTnEKvKN+gVnbsRiMUdO7aB8hbIM7DmmwKwUSJc4SSQSQoLDWDw7t7Olq6dDbHR8AXnImWnIr79g20n5kkJYSARhIRG4OXti53SbIcP7cmS/BRkZGXKH2QCkp6WjpKREhYrlCXoTIvcsJrrgzNuP+kZfnwAyMjJkviTAXzqYoq+nQ3RULBKJhPLl5W02JjqOTr+b4enhi4e7j1ReX1dmJzl+Pn+96+nr4u3pJ4tDTzc3j/fvWuPu6sULp7ssXbyRD/EfcsNk28rr129YuHg6tWpXR0lJqcA3Ro7vevv2PVXynFSop69DdHYZxEQX/n4qzM4VERH+HolEQnpa7r6jNwHBAHz5kqIwTGxMHLoKbFORbYSGRBAaEoGrsyfPnO4wZHg/9u86JieX/CGZzIxMSumWlLtfUrckCbGFz+z/KHrl9Gho2pBNEzf+7bgE/h38T81MvXolP+Ph4OBAjRo1UFZW5sOHD4wePZply5YxevRohg0bRkqK4oaZn/r161OqVCnWr1+PkZERJUqUwMzMDDs7O2xtbQvdLwVQp04dhenKi6qqqmz27O8ikUhwcHAgKSlJdjVt2gQnR8UbsdPT03F386atWUvZPZFIRFuzFrIw7m5epKWlyclUr1GFihXL4Zgto66hTlZWFh8/fiI4OIzg4DCCgkLJysoiMTGJdu1Mad2mF01MOtPWrA9paelcuXKb5OSPNDHpjNWN+3JpcnX1pH07U7k0tWtnikP2fo+t2/bRqHFHmph0ll0A8+evZvyEubJ4/PwC2bRxGRfPW7Fp3S5EIhGt2zaXjbTlx8XJndZt5WcO27ZrWag8SE/4Cg0Ol11rVm4jPu4Dhw9Y0MG0Lx1MpZtmMzIy2b3zyJ+qhzZmLWX14OHmrbAeKlQsJ5NRFE/9BnXIysrC8ZWr7F7f/t3Zs38Tk8bNw/6pA63bNi80z2Ghb4mOipErlxKaxWnUpCFOTlK9nz99JiQ4nJDgcLp078D5s1cLhOnfZwxpaemsXLEV05Y92bh+F8nJHzFt2ZPbtx7+dFvMe8Jjzt8ikYgvX1KIjo5Fu6QW7Tu05t6dx3h6+qKsrIyKipiw0LeyvIQEh8s+FvPey5nFc3J0o42ZvL2YtWulsL2lp6fj4eaDWUdTKlWpQExULCKRCNM2zXBx8iggD+Di6I5pvrpp064FLnnsMacjVaVaJQb3GUdCQpJMn6e7L4EBIXRq3Y/Obfrze9sBsufjR89mw9odcnE7O7rTRpH9Z+cnLDSC6KgYOZkcW3B2lKZpycJ1tG3ZC7NWvTFr1ZshAyYo1KfRtD4VDq4k/V0MZOb5eBOJKN7SiBQ3f4VlUgAlJdRqViYj5u9/5PwqJBmpiFTU5e6JVNRxyi6z/Pzqeli32hwPd58CtqWjUwqXwtLkpMAWzVrg4phruzkdqSpVKzG4d64t5sWwjD4Xrx8nISGR135vZO1UJBLRqm1zXAtpC65OHrRqI7/Kw9SsRaHyOSgpKaGqpkp6egZeHr5ycYhEIpq2aExWVhZxcQU7cc5O7n/ZN7565YKHuw9lyxny9Wsq1WtUyX7/tMDVxZMKFcsV2MPp5uqFkXE9uVkps/atZHYSFhpBVFQMbfP4HE3NEjRu0lDmc5wc3ShZSpuGRnUB6bLnChXLoaSkxL3bj/H3f6MwjipVKyIS5Q625CU9PR0Pdx9q1qpOdHSMrOzats19P7m7Z7+f2ip6P7kXiLMwXr10QSQSyQ43AqhavQqAzLbz4+LkgWkb+XpqbdaiUL+ag0hJSeHplxnpGbzxekODVrl7rkQiEQ1bNeS16w/6pW/QcVAnkuKTcLIp/ETjfxvC0ejf5n9qZio8PJy5c+cyadIkXF1d2bt3L+bm5gBMnjyZChUqsHz5clJTUzE2Nmb+/Pns31/w2M785OybOnv2LPPnzweky+9SU1OxtrZm7ty5hYadOXMmrVq1Yvv27fTu3ZsHDx5w//59OZnKlSsTEhKCu7s75cuXR1NT8y9PZ4tEIooVK0axYsVk90JDwrmdZ1/RzdtnuHXrIUcPnwFg/74THDy8DTdXL1xcPJg6bQzFNTSwtLwCQHLyJ86cvsyGTctISEjiY/Intm5fxSsHV9lL5YmNPevWL8Z85xoOHzqNkpISc+ZOIiMjkwMHT7F0yUzevAkmNDSChQun8+5dJNbWz+jcuS0+Pq95cP8iN27c48DBUwDs2n2UE8d34uLqiZOTGzNnTKB4cXUssmevoqNjFR46ER7xTnZKYN26tahYsRxqaqq8fxdFsxaNGT56EMVLaHDB8hoAew9tJioyhg1rpB95Rw6eweruaSZPH8PjB7b06d+dhsZ1mT9rpUxHyVLalCtfRnYyUvUaUkcfEx1HbIz0OrD3BDPmTODVC2fCw6TLChM+JGBx8oIsHqvbp7lz65GsHg7sO8GB7HpwdfFkyrTRFNdQ52yeerA8fZkNm5Zm18NHtm5fhWOeeujStT1enn6MGjOEt28jKV5cnbnzp5CWmsb57DzfvHeWps2MWbJwPa7OHmRlZnLq7H5mz5/M7RsP6du/G0bG9ZiXJ8+HD55m7oIpBAeFER72lsXLZhEVFcO924/lyr912+ZUrlwBS4srxMclyIWZO38Kke+jOHLIgtTUNIyN66Ouro5p62b/iC3mULFSeUaNGUL/Ad2JiHiH/bNX1K9fhy9fUsjKyqJLt/Z4eviiq1uaNmYt8PF+zaMHtgVsDeDk8fOMnzic1esWcvbMFVq3aU6ffl1lH64Aazcs4v7dJ0REvOPBAxsWL5nFly9f8HD3YfOOlagXV+fi2esA7D64kcjIGDav3QXA8cOWXLl9iknTRvH44VN69+tKA6N6LJy9Gsj+eLXYSf2GdRg1ZBrKysqy2YbEhCSOHrBg54GNvHzmiJurFxOmjEBFRer2Q0MiWL5qHpHvo1m/xjy7ni24ec+SqdPH8vCBLf0GdMfIuB5zZ+b+xsuhAxbZ9RpKWNhbliyfTVRkDHdvS/c7vXsbKVdGnz9/kenLmZnVaNaACkdW88HiBmnvYjBcMYm0sPekeLym5IBOKKmryfZPldk6j4zoeGLNTwGgO30oKe7+pIVFoqxZnNIT+qNSTp/Ey7l+VUm7BCpl9RHrS5fwqFYpD0BGrPT0v7/Kly8phL/N/QB+9z4a/4AgtLU0KZPtDxSRlZKEsqYekoxUJBmpKBXTBpGI85bS5W37D2/9x+vh4L6T7Du0hejIGN4EBtPStClisRg3Vy/q1q/NpGmjiHofw8a10n3Hxw6d4dodCyZNH431Azt69+9GQ+N6LJgtXWotFos5enoX9RvUYeSQqSjls8X09HQMy+hz9bYFbyPec+SABWs3LSYsOBxvTz/6DeqJhoY6l85ZAbDzwAaiImPYsm43ACcOW3Lp1kkmTBuJzcNn9OrXhQZGdVk8Rzqzpa6hzoy5E3h035aYqFhK65Ri5PghGJTR584N6fvv8QM75iyYQlxsPO4uXkydPQ4tbU1uWt0nKTGZfYe2EBUZzXrZ++A0N+6eYcr0MTx6YPfnfaNEwt6DW3j53ImlK2bTvWcnSmgWp1btagC0btOcSpXKsyb7ZzbeBAajrNwZLW1NatSsSr/+0nqfM2O5XL3PWzCVoKBQwkLfsnSFtN7vZNd7wOsgHj+0Y9feDcybvRIVFTFbzFdy7cod2fH4z+0dWbxsFl+/phIaGsGSZbMQiURYXbtHRkYGAK6eNjx+aMf+fSfQ1tYkIz2DkiW1iI9NoGatakyeOhoNDXXOnZHa8MfkT1ievsL6TUtISEjk48dPbNm+EsdXrnKDkVWqVqR48eLoG+hRTF1N9rtnEUHhpKdn8Mz2JWGhEfQb1IOQ4DACXwezYfty0tMzOLRXeqDRrgMbiYqMYfO6XUC2n7x1konTRmEt85N1WTRntcw2Zs6dyKP7T4jOto1R44diWEaf2zceKGyzVsesmGM+hzdegQS4B9B7XG+KaRTj8SXpO2/OzrnER8Vzeov0t9nEKmIq1Kgg/b+qGB0DHar8VoWvn78SGZbbFkUiER0HdsTmijVZmf+VRWwC3+N/qjM1cuRIUlJSaNq0KcrKysyaNYuJEydy+vRp7t69i5ubm2zTq6WlJaampvTo0YOuXbt+N+62bdtiZWUlm4VSUlKiTZs23Llzp9D9UiDdx3X06FFWrVrFypUr6dixI8uXL2fdunUymf79+3Pt2jXatWtHYmIiJ0+eZPTo0X+3OGT06zuG1NQ02d+Vq1SUHVQAcO3qHXR0S7N0+WwMDHTx8vSjX98xckuJlixaT1ZWFmcs96OqpoqN9TPmzs59oQQGBDNk4AQWLZnJI+srSLKy8PT0pX/fMTx97kBWVhYHD2ylZEktnj93okfP4bRo3kQWvmrVSnJrly9fvomebmlWrZyPoaEeHh4+9OgxvNAlKArz3a872tpaAGzcmvsyioqMkW3qL1e+LFlZuTMYzo5uTBk/n8XLZ7N05RxCgkIZ/cd0/P1yl0n+3rU9ew5ukv195KT0Y2Pbpn1s3yz9fZ99u46hoaHO9t1r0cpOw5bNe+XqoUqVinK/cXH96l10dXVYunw2+gZ6eHn6MqDvWLl6WLpoA1lZEk5b7pPVw/zZufvG0tMzaNykIRKJhNVrFwAQEf6O8WPmyPL82281UVZWZqv5Kraa54adMWs88xdOIzgolFF/TJPL895dR9HQUGdHdn5eObgwuN94ufyA9PdLHB1ceRMYzN5dwQXC5LdFZWWlf8wWd5gfYvmKOZQtV4aUlBTS0zMoVbokT55Z8TbiPTu2H0RdvRjrNiymTFkD4uMTcHby4MG9JxRGeNhbhgyYwIbNy5g0ZRTv30Uxa/oybKztZTJlyxpy9OQOSpcuRXzcB7y9/NA30OXyzZP4ePkzfMAk2RLMsuXL5LNHd6ZPWMjCZTNZtGI2IcFhjBs+g9d+bwDpKP/v3doD8OjZNbm0DegxmpvX71NatzTzl05HT18XHy9/Zk9Zyomz0v185cuXkVvS4+ToxqRx81i6YjbLVs0lOCiUkQpsoXhxdcz3rENbW4tXL10Y3H9cAVv4Ftr9OqCkUQzdKbknlxqumIwkK4uvXoGEj1spO+5cpaweSHLTqKRVgjLrZ6GsV4qspI989XlD6OB5pL3JPWpZs0Nzym7JHeQqv3sxALF7zhK39+wPpzM/3v6BjJ2Ru0xx617pTHPvrh3ZsLzgzzPkIEn7TNZnZZQ1SoGSGElGKpnJUbI2WRT1YHXtLvp6uqzdtFjux1qv3JR+sL6wd5RLk7OjO1PHL2TR8pksWTGbkKAwxgzLY4tl9emSbYvW9tfldPXrMYqX9k60adeSqtUqUbVaJdmM7prNSwBwc/FkxMDJhbYFF0cPZk5czPyl01m4fBahwWFMGD6LgGz9WZmZVKtRhQFDelFKpxSJHxLxcPNhQPdRsiV2Tx4+Y8iwvsxbMg2RSETq11QsT15iyeL1snqQ5KuHyePns2T5bJatnPunfaPVtXvo6JRm+qzx6OiWxqx9K9LS0tHV06Ffz1Fs2b6S1DzLgVu1bobDC2cGD+3DgkXTCQ4KZfjQqfjl0bdn5xGKa6izc896tLW1cHjpzMB+Y+XqfeL4eWzdvorrtyyQZEm4dfMBixfkfnPcvfWIVq2asmX7Stls/aGDFrJBRZAeEjJwSC9GjB5EYmISHu4+7N55hNHjhrBw6Qy8Pf0Y2G+c3AE5yxZvICsrCwvZ+8meBXPk9zXv3rcR09a5s4NPX0h/7qV5w868jZAu8evXbSSnLx5k3mJpPX2IT2DkoFzbKJevvbg4ujN94iIWLp3BouWzCAkOY/zwmTLbzMrMpHqNKgzMto2ED4l4uHnTP49t5Mf+1jO0S2szbO5wSumVItg3mFUjVpKYfSiFXlk9OVspbVCaPfdz90n3m9yffpP74/XSi6WDl8juG5kaoV9en0f/sVP8sv4bE0RFhkii6NdO/4OYmZlhZGTErl27ijop/zq0S1QrUv1f0r5xNPI/RGl1xScH/pOkZWYUqX6xsvL3hX4xRV0GAMqiol3drC4u/Ieb/ylSMxX/Dso/xTOD6t8X+sVUf7mvqJNAmao/9xCSP4uKUtGPp6ooFb1fSsn88YGAX0Hmd/ZB/39AQ+XvHS7xMzAuUbmok8Ct8NvfFyoCbhkO/b7QL6Jn1Pki0/2j/E/tmRIQEBAQEBAQEBAQEPinKPphqX8BJUqUKPTZvXv3aN269T+YGgEBAQEBAQEBAYF/B1n/kYMgior/mc5Uzu9A/RXc3d0LfVauXLm/HK+AgICAgICAgICAwP8uwjI/oHr16oVe6urq349AQEBAQEBAQEBA4H8QSRFef4X9+/dTuXJlihUrRrNmzXB0dPyhcBcuXEAkEtGnT58/pU/oTAkICAgICAgICAgI/Oe5ePEic+fOZdWqVbi6utKwYUN+//13YmJivhkuNDSU+fPn/6WtPUJnSkBAQEBAQEBAQEDgP8+OHTuYMGECY8aM4bfffuPQoUNoaGhw4sSJQsNkZmYybNgw1qxZQ9WqVf+0TqEzJSAgICAgICAgICCgkKwivFJTU0lOTpa7UlNzf58tL2lpabi4uNCxY0fZPSUlJTp27MjLly8Lzd/atWvR19dn3Lhxf75wEDpTAgICAgICAgICAgL/QjZt2oS2trbctWnTJoWycXFxZGZmYmBgIHffwMCAqKgohWHs7e05fvw4R48e/ctp/J85zU9AQEBAQEBAQEBA4OeSJSq6o9GXLFnC3Llz5e6pqf2cH3n++PEjI0aM4OjRo+jq6v7leITOlICAgICAgICAgIDAvw41NbUf7jzp6uqirKxMdHS03P3o6GgMDQ0LyAcFBREaGkrPnj1l97KysgAQi8W8fv2aatWqfVevsMxPQEBAQEBAQEBAQEAh/5Wj0VVVVWncuDHW1taye1lZWVhbW9OiRYsC8rVr18bLywt3d3fZ1atXL9q1a4e7uzsVKlT4Ib3CzNT/A5RFRdtn1i9eskj1A6gqFb2pi4pwmhwgU5JVpPoBtFU1ijoJfExLKVL9qZnpRaofoJhYtUj1N3nnW6T6AdSrdinqJBAZfL9I9Veo3r1I9UPR+0UAJYo2DcrKRf9+Svj6qUj1qymrFKl+gMtWE4s6CQI/gblz5zJq1CiaNGlC06ZN2bVrF58/f2bMmDEAjBw5knLlyrFp0yaKFStGvXr15MKXLFkSoMD9b1H0LVhAQEBAQEBAQEBAQOBvMnjwYGJjY1m5ciVRUVEYGRlx//592aEU4eHhKCn93EkGoTMlICAgICAgICAgIKCQol/X8ueYPn0606dPV/jM1tb2m2FPnTr1p/UJe6YEBAQEBAQEBAQEBAT+AsLMlICAgICAgICAgICAQrKKfmvjvxphZkpAQEBAQEBAQEBAQOAvIHSmBAQEBAQEBAQEBAQE/gLCMj8BAQEBAQEBAQEBAYVkFfHPB/zbEWamBAQEBAQEBAQEBAQE/gLCzJSAgICAgICAgICAgEIkRZ2AfznCzNT/U8ZNGIa79xPex3rzyOYKjRo3kHuupqbKVvNVvAlzJDzSHQvLfejp6cjJlCtfhgtXjvI22pPXwQ6sWb8IZWVlORlVVVXOXjlMWKwHbz94ExzlxoKluWf/Dxrah3cJPnJXSLQ7dq9uERTpyuPn12nfqbVMXiwWs3T1XB4/v07gWydcfJ+w++BGDAz1CuSxQ+c23Hp0npBod4Ji3XgT48r1h5Y0bPTtX7Xu1qsTjx2s8H/nyL1nVzDraFqo7PrtywmJ92DMpGFy96fNHc+Vexb4RjjgEfyMEeMG4+T5mNAod+4+voBxo/rfTEPP3r/zzPEOoVHuPHl+gw6d2sinsWcnLlw7hm/wS6IS/ahbv7bc8zHj/yA0yp2oRD/ZFZv0mm071yjU16tPF1443SMi2hO7FzfpmE8fwKKlM/F+/YzwKA+u3DhJ1aqVZM9amjYlNum1wssoO68Ll8wk4L0zYfGehMZ54Oj9mPlLZyAWKx7T6d67MzYONwl478xD+2u069ha7vmcRVOwcbiJf8QrvIKfc+7aUYway5fr8bN78A59QVi8J2Hxnjj72tCsWaNCSj2X8ROH4+FjS2ScD4+eKG4f23asJijMiYgoDyzO7kNPP7d91KtXm2MndxIS4UJ8ciDxyQF4+NoViEdVVYWlK+bg5v2Ed7He+AW9xCfAnrcxXjx9eYuOndsWSNviZTPxCbAnItqTqzdOUbVapQIyOXE/sb9BXHIA9erXkd0fO2EYHgFPCY/zJDzWExe/J0yeMabQsujeuzO2Djd5896Fx/bXaN8xX3tcNYfH9tcIiHDE2ceGXQcKtsd6Depw7tpRfEJe4PXGnr37NlK8uEYBXctXzCEo2JG4eH9u37akWrXKhaYrh4mTRuDrZ0/8h9fY2lnRuElD2bNSpbTZbr6a4BAnPn4K4dPnEIJDnGjTtsU34+zVpwsvne//0npQU1NFuYQe4pLlEetUQVnT4Lt5BXB292LawlW06zWMeq26Yv30xQ+FU8SY8X/8o34ph8YmRly5eZLwaA9CYt0JiXXn5qNzP+SbrR1u8PqdEw+eXaVdPt88e+EUrB1u4Bf+Cs8ge85eO1LAJwC079Qaq4dnef3WEf+IV4REuhEW7cE964vfL4M+v2PvdJewaA9sX9xUWAYXrx/HL8SB6CR/hWUwYvQgrt0+zZsIZ6KT/JkyY0yR1kPwOxdiY3x5/PgKxYoVkz1fuXIeoSHOJCYEcu/uOar/QHucPGkUr1+/ICkxkGdPb9KkiZHc8/37NuHna09iQiBvI9y5cvk4tWpWY/T4oTh6PiIkyo07jy/I3huF0aP37zxzvE1IlBs2z61on6cMxGIxy1bPxea5FUHvnHHzs2XPoU0F/NKp8/tw9rImJMoNd387VCoZg4qa7PmFh8/pOmMjJiOXMGz5HrzehBeanvSMTA5dfUT3WZswGbmEgYt28NzdX07muJUNfyzbTYsxyzGbtJrZ5qcIfR/zvSIV+A8gdKZ+MWlpaUWdhAL07deN9ZuWsnXzPtqZ9sHb248r10+gq1taJrNh8zK6dG3PmBEz6dl1GIZl9Dl9br/suZKSEhevHEVVRYUuHQczbdJChg7rx5Lls+R03Xt0gTbtWnL0wGmG9h2PrbU94yePRCePruTkjxjVaotRrbaMGjIVJSUR5y2v8XvbATy4Y8Nxy73UqlMdAHWNYtRvUIfd2w7RxWwgE0bOomr1Kpw8t09Ob7eendh9aDP+vgEA7Ni0n02rduDn/RqLywfl9OelkUlDdh/dzCXL63RvN5hHd59w+MwuatauXkC2c/f2GDepT1RkQWeooqLC3RuPOHvyMmIVMcvWzcd8y346t+2Pj/drzl87KlfeeWnS1IiDx7dz/sxVOrXpx7271pw8u5fadWrIZDQ01HF0cGX9KvMC4Xv37crqDYt4G/6Om9fvc+XiTZKTPtK6WXfWrNxaQN6kqTGHj5tz9swV2rfuw7071lic2y+nb8bsCUyYNIL5c1bTpcMgvnxO4eL146ipqQLg9MqNujVayV1nLC4RGhqBu6sXffp1ZdbcCVhducPEkbO5ee0+mtqa/DFqAHMXTy2QpsZNG7L36BYunr1GN7OBPLhrw1HL3dSsk1sPwW/CWLloI51N+9O/20giIt5hefUwpXVKyWREIhFKSkosmrWaOVOXoqKmitWdM7J0K6Jvf2n72LJpL2amvfH29ueq1Ul09XLra+MWafsYPXIGPbr8gaGhAWfOHpA9b2hcDy1tTYoX12DNyq2sXbmdsmUNuHXvrFy9H7fYTRuzFsyavoxJ4+ZSunRJbt98SDvTPty985jTCuthJPNnr+L39gP58uULl66dUJifVesWEhUlb5t9+nVjw+alaJfUYte2Q9yyuk+J4sWZOHUko8cPVVAPRuw/upULZ6/TxWwg9+/acMxyT257VC9GvYa/sWv7Ybq0G8TEUbOpVqMyJ87mtkcDQz0uXD9GaHA4PTv9wfCBk6lTpyaHj2yX0zV37mSmTBnDzJnLMGvbh89fUrhx8zRqamoURv/+Pdi8eTmbNu6mVcvueHn5cuPGadnAT5kyBjRp0pDSpUuycsVmJk9eQLFiaty4cbrQ9mfS1JgjJ3Zw9vTlX1YPAMrKykgkEjJTkpCkpxSax/ykpHylVvWqLJtXsN38GUSqxVm9YdE/5pdyaGxixPkrR4iJjgORiG0b9rJ+pTl+vgGcuXyoUN/c2ETqE6S+eRAP79pw5MxuOd8cEpTtE1r3o3+3UbwNf8+ZK4fkfELXnh3ZeXAjl89ZsWXdbpTFYi6eu06nNv3w8X7NhevHvlEGxhw6bs65M1fo2Lov9+485tS5fQXK4NVLF9av2q4wDpC2myfWz9i94zAAS5bPLrJ6sLV5TtcOg2nVqgcHD54iK0v686zz5k1h2tQxzJixFNPWPfn8OYXbty2/2R4HDOjJ1q0r2LBhF82ad8PLy5fbt87IDcS6unkxYeI8Ghq1o0fP4YhEImxsrmXb4gF+bzsAX29/zl87UqgtSMtgG+fOXKNzm/7czy4Due+Ehr+xc9shOrcdwLgRM6lWvQoW5/fLxfPimSMTx8yhtUl3xo+chUitOKpVTAC4/9Kd7WduMal/Jy5snE2tSmWZsvkY8UmfFKZp36X7XLF2YPHoPlzfNp+BHZszZ4cFfiHvZDLOfkEM7tySM2unc3jpRDIyMpm86Shfvv77vhPzkyUquuu/gEgikQizdz8RMzMz6tWrh1gsxtLSkvr169OzZ09OnjxJcHAwpUuXpmfPnmzdupUSJUoA0l9bnj17NpaWlsybN4+IiAi6devG6dOnuXz5MqtWrSIpKYkRI0awc+fOArM/36O0Zg25vx/ZXMHV1ZNF89cC0g9OL/+nHD18ht07jqCpVYLAkFdMHDuPmzfuA1CjZlVeuTygc/uBODu507FTG85fPsJvNVoRGxsPwOixQ1m9dgE1qjQjPT2dDh1bc/7yUS6du86CWatkupy8rTl59Bz7dx1j0NA+rN60iN8qS0eKDx7fjkZxdUYNmSZL762H5/Dx9mfx3LUK89fQuB53bS5iUr8j799GoqyszCuPh2zfvJ9howbi4ebN2sVbZPpfeD3E4uh5Du0+USCuvce2oq6hzvg/ZsjuXXtwBl+v1yyfv152z6CMPtcfWjJqwBROXNjLiUNnOXn4bIH4+g/txZZdqzl76jIL56+RpcHV5wnHj1iyb9exAmEOn9iBhoY6I4ZMkd278+gC3l5+LJorP7NUoWJZnDyt6dC6Lz5e0lGwu48v4O7qTe3fauDt5c+qpZtx9XnCsSNn2LPzaAF9R0/uRENDnWGDJ8vu3Xt8EW8vfxbMkdab9+tnHNh3kgN7pWWmqVUC38AXzJi6GKurdwvEKRaL8fR/yrHDluzYdoD71pdwd/ViTZ56eOX1iPCwd4CEAd1Hy4Xff3wbGhrqjBmaO4tp9dASX6/XLJ23roA+gBKaxfENc2Bon/E8f/oKAGdfG44csODIPgsAevXtwt5jW5k4bh5XLt1UGM+jJ1dwc/Vi4bzc+vJ+/Yyjh86wa8dhtLRKEBjqyISxc7lplds+HF0f0qndAJyd3BXGs23HakaMGsSWjXvYs/MI7Tu25uiJnTRu2IHEhCSOndyFRnF1/hg0SZaW+9aX8Pb0Y352PfgE2HNg7wn256kHvzcvmTFlMdev3pGF69CpDes2LmH08Om8cLqHWaveeHv58cDmMiVLauHnE8DkMfOk7dHrMZ4evtRrUIem9TvKlcWB49vR0FBn9NDc9njz4Vl8vF6zZF7h7fGO9QWa1u/I+3dRDBs1gPlLZtCojhk5r5uy1crh6PSA+vXaEhwcBkBQsCN7dh9l926pjWppaRIS6sykifO5cuWWQl22dla4uHgwb26ufwkIfMmhgxaYmx9UKNOvX3dOn9nHhrU72GV+uECc/0Q95BAZLLUf5RJ6IFIi82O0wnwWRr1WXdm9aQUd2rT8U+EAlLXLcurkVZYulPq1X+2X8oaxs32BWbuWuLt6s2ZJrk9w8HrIqaPnOajAN+87thUNDXXG5vHN1x9Y4uvlz7I8vjkvJTSL4xP6kj/6TuD501coKyvz3P0+Ozcf4OLZ61g9PIunm7dcW3fzteX4EUv2KvCVR07uQENDg+F5fOXdxxfw9vJn4ZzV+cqgHM5e1rQ37VOgDHJoadqU63dOY2lxifl53pH/ZD1s3bAHgISv8p2E0BBndu8+ys5d0jaipaVJRLgr4yfM4/Jlxb7z2dObuLh4MHvOCllegt44cuDgSbZvP6AwTL16tXFxfsTlCzeZOXmxLJyLjw0njpxVWAaHTpijoaHOyCG5Awq3H53Hx8u/QBnk0NC4HvefXKJJvQ68exupUCbM5SQqVZuS6nabYct3U+C0XKYAAQAASURBVLdaBZaO6QtAVlYWnadvYOjvrRjXu32BsB2nrGN83/YM6dxKdm/uTgvUVFTYNP0Phfo+JH+i3aQ1nFg5hcZ1qgJQrFEvhbJFzelyw4tM98h3lkWm+0cRZqZ+ARYWFqiqqvL8+XMOHTqEkpISe/bswcfHBwsLC2xsbFi4cKFcmC9fvrBnzx4uXLjA/fv3sbW1pW/fvty9e5e7d+9y5swZDh8+zJUrV/5W2lRUVGhoXBc729ylIRKJBDvbF5g0NQbAyKgeqqqq2No+l8kEBgQTEf4Ok6ZGgHT01tcnQNaRArCxfoaWtqZshKxbj04oKymhXUobZx8bnjndYfmaeby0d6SxSe5SnOLFNXjl+Qgn78d06toOf783cmm2tXlOYxOjQvOkpVWCrKwskpOSAajf8DfKlDNEJBJh3Lg+fQd05+TF/dSsXR2JRMJzOwcamTRQGJexSQOe2znI3Xtq80JOXiQSsePgBo7sPUXg66BC0wXS0WclZSXs88QpkUh4ZveSJk0V56mxSUOe2r2Uu2drY1+ofF5UVFRoYFRXFr7/wB54v3mOhoY6fwwfgLp6sQJhmpgY8dRWXt8Ta3uaZJd5pcrlMTDU52kem/mY/AlXZw9MTIwVpqNLt/aULl2S82evSm3OqKDNubl68Vu9Wjg8dykQvpFJQ7kyg5x6aFhAVppvMX+MGkBSUjK+3q8BqFipPPqGetjbSuPRLqnF7z068DH5E42bKK5/FRUVjIzrYfsk1/YlEgl2T3LbR0Pj7PbxRFH7MC40Hi0tTaKjY2VtqEu39ri7eTNj1gS8/J/RvVdn1DXUKVYsd+T3ibU9TbLjrFS5AgaG+tjlqauceshrG3p6Ouzcs56pExeQkvJVLm8NjeryIT6R1OyRUKktOlCufBnKljOkfIWycuXR2KQhz/LZop3NC7n2mx/NnPaY/BGQLvVNT08n77hdTrpatpSOAleuXAFDQ32e5Cmv5OSPODm5F7osU0VFBWPjenJhJBIJT2ye0zQ7jCIZTa0SpKamyi0HzEuTpkZytgo/tx7+LYjEanJ+5lf6pRx0dUvT2KQhiR8SMG7cgP6DenLx5gmaNDNGIpFgb/eq0DYu9Qmv5O591yeMlPcJ9RrWoUxZA7IkWdyzvYhRo3o0Nmkoe2dJJBKe2r6U+b6CZWAk5wcBnlg/L1T+e4jF0oHRF/ZOsnv/ZD3Ex8Zz68E5vAKe8ejRZVl7rFKlImXKGGBt80wWJjn5I45O7jT/Rnts1Kg+Njb2cnmxefKM5s0aKwyjoaHOmNFDkUgkPLhrIxfumd1LGheSpyYmRgX8kq3Ncxo3LdwvaWlpkpWVRVL2d0J+SpbURrl0eSSfP5CekY5fyDua18sdiFZSUqJ5vRp4BoYpDJ+WkYGqiorcPTUVFdxfhxaapk9fpH5Bq0TBJc8C/y2EztQvoEaNGmzdupVatWpRq1YtZs+eTbt27ahcuTLt27dn/fr1XLp0SS5Meno6Bw8exNjYmDZt2jBgwADs7e05fvw4v/32Gz169KBdu3Y8efLkb6VNR6cUYrGY2Jg4ufuxMfEY6EvXE+sb6JGamkZy0kc5mZiYOPQNcmR0FcQh/dvAQBeA6jWqIFISoa+nw/gRs1i1dDPde3emTr1a6OlLZYLehDBv+grG/jGDGRMXo6amytiJwyhTNnf/QFxsvNx+lLyoqamydPVcrK7e5dPHzwBUrFwegLmLpiISiVizbCtJicmcv3kM7ZJaxMXEy/TnR09fl7g8HcRc/bnyk2eNITMjk1NHzimMIy/FS2ggEomIi5GPMzYmHv1C0qC4bAuXz0tpnZLZ9RvPtcu3mTZxIf17jsLRwZUKFcty4Og2hfpi8uuLjUc/ux71s+0iNn8e8sjkZ9iIATyxtifyfTSlZTYnDX/t/hkC3jvTtUdHvn79ivmmfQXC6+nrFtSnoN46dG6DX/grAiNdGD95BMP6TSThQ6I0DgOpzQwd0V+2r6ps+TI8e+Ygs+P86ORLa67uOFleDfQLbx85tp8/nqbNjOnbvxsuzh4y3ZUqV6BZi8bU+a0GI4dNQwTUqVODrTtWy8WZWw+6srQU0Kufm5+9h7Zw6sR53N28FebtxXMnuvboQKs2zRCJRKSnp1OtemWpjnx7CvT0dRXYblyh7UdNTZWlq+ZwI097fP7sFXr6OkyeMQYVFTHa2lqsXbcIAENDfWmZZpdJTExsvrzFFl5XutL8xETnL49YWXz5ZXR0SrF48Qw8PHwLjVdR+/uZ9fCvQEkZkUiksI39Cr+UQ8XKFQCYs3AaIpGI5Us24u3px7nrR6lcteLf9s0A7Tu3wTfMgYD3zoybMpzh/SfJfELFStJ3w+yFU7A4fhGRSMSH+ESu3TlNyVLa0jzFxhXq16RlkN8PFi7/PTS1NKX5iPsgH+c/VA/zFk/n7OnLDB0wEXc3b+7fO0/1apXztMd8Nh4di4GBvsI4dXVLIxaLic7fhqPjZPHlMGniSOLj/En4EECXLu0QiURERcrPyn4rT3qK6iEmrlB5NTVVlq+Zi9WVXL+Uw7LVcwl654xf6EtEKuqkBTmSkPyZzKwsdLRLyMnqaJcgLlHe7+fQskFNztx5SlhkLFlZWbz0DMDGyZvYRMWdt6ysLLaevolRrcrUqGCoUObfRFYRXv8FhM7UL6BxY/lRmMePH9OhQwfKlSuHpqYmI0aMID4+ni9fvshkNDQ0qFatmuxvAwMDKleuLFsKCNCnTx927tz5Td2pqamkp6eTnp5OcnIyycnJFNVKTiWR1LzMt+zH3dULm0fPWLNsK7Xr1EBJSboQ1sXJgysXb+Lj7Y/DC2cyMjL59PEzw0cP+m78YrGYQyd3IBKJ5JYcKSlJ9Z7IXnYX9CaEhTNWIpFI6Na789/KU72GdRgzcRjzp6/4W/H8E1haXMbW5jn+voEEvA4iNCSCHj07U7lKhV+qt0xZA9p1MOXsGcWzqNPGzad7u0E8um+LlrYWk6aP/su6Xtg70aXtAPp2GUFIcDg3H53DP+IVfuGvEIulo4SnT1ykq9kghvWbSFZmJo0bFz56+Suo81sNzl48zJZNe4kIeyu7r6SkhEQiYdL4ebi5eJIlyeLyxZsM+aOv3OzUn2HC5BGUKFFc4fK1HO7dfcypY+exOL+fkGg3+g3qSUJCEgCSrL/+6hKLxRw8YS5tj/Nzl2IG+AcxZ+oyJk4dReA7Z1z9bSlWTI2sLAlLl80mOsYHlXwjur8CTc0SXL12En//Nzi8dP6lun6kHv4/kuP3r16ULhMLfhPGuuXbCH4TyqBhfX6Kjpf2TnQ1G0i/riOxs37OgePbZXtvct4N+3YcxeaRdNZl744jSCQSevbp8lP0/xfIqYczJy9y4ex1ataqxtixQxGLVXBzs/7l7fH8hes0a9aFDh0HEBISAUgPavkViMViDp+SficsmldwCeDBPSfo1KY/g/uMAySoVP7+AUWKWDiqN5XK6NJn3jaajFjCplNW9G7bBCWR4k0/G09eJygiiq0zhil8LvDfQuhM/QKKFy8u+39oaCg9evSgQYMGXL16FRcXF/bvl26CzHs4RX7nJRKJCtxzd3dnzpw539S9adMmXrx4wYEDB9DW1kZbW5uvabmjXvHxCWRkZBQYzdPT15GNKMVEx6KmpoqWtqacjL6+LjHROTIFR6dz/o7OHgV+++4dEokEDY3cKezAgGBEIhEfkxVv4oyNiSM2Jo7KVSvK7unq6RQYhZJ2pMwpX6EsQ/uOlxttiomSptHdzYuMjAx09XRIS0snIuwd5coboquvU2BkL69+3XynFkr1S+VNmjdCR680zz3uExjtQmC0C+UrlmPZunk8cyu4d+jzpy9IJBJ0882s6enrFBj1k6VfYdkWLp+XD/GJ2fVbUF9oiPQkoipV5U8di4kuOKKnp6cjG83PmS0oEGcembwMHdafDx8SuZ+9bOODzOak4SPfRRP4OpikhCRe+wYyZ9EU2UdODtLZj4J5yF9vKV9SCAuJwM3Zk7F/TOddRCRnTlykS9sBJHxIAKTLfUKCwnhm+5Jp4xdiWEYfUSE/QBifL625unVleY2OKbx95Nh+TjxGxvWwun0Gi5MXMN96IDseaXlGR8USGRktawsx0XGkpqahpKRE2XKGsjhz6yFOlpYCerPrqHWbFpg0NeJ9nDdRH3xxcn8EwGO7q6xcO1+aNz1dNq7ZSc0KTWnesDN3bjzk/bsoAMJC38rFHRsTp8B2C46Mi8ViDp3Ibo/9JhQY/bW6epdGdcxoUrcD9au3YsqUhUgkWSxdsoEWzbsRH/8hOy/yI9j6+nqy8spPfJy0jPPPCujr6xGdHSZHplKlcljdsODTx08MGTwJXV2dQuNV1P5+Zj3sO7RFod5/lKxMJBKJwjb2K/xSbhzS8vH08JVrZ28CgilXrszf8s055PUJC2etJiMjg8HD+8rpD3wdTEJ2Gy1ZSpvw0AjKly8jzZOerkK/llsG+f1g4fLf42P2Utj8h038U/UQkL1M/cE9G5o27cKDB0948NBWNlOW/72gb6BHdLTi0+fi4j6QkZEhNzsrDaMra485JCd/5E1QKPb2rxg0eAISiYTOXdv9cJ5iFdWDfsEVFmKxmCOndlC+QlkG9xlXwC8BfPiQSHBQGE9tX5IW4oKytgGlDcujrKRU4LCJ+KRP6JbULBAHQGmtEuyaNxqHUxu4t3cpN8wXoF5MjXIKVtVsPHmdp65+HF0xGQOdkgrj+7chKcLrv4DQmfrFuLi4kJWVhbm5Oc2bN6dmzZq8f//+L8X19etXoqKivimzZMkS2rRpw4QJE0hKSiIpKYliqrmOOj09HQ83H7mjgUUiEW3btsTJ0Q0Ad3dv0tLSaNs2d1Nz9RpVqFCxHE6O7gA4ObrxW92aci+Bdu1bkZz0kdf+0j1PDi9cyMqSyB0tXq16ZSQSCS+f564Rz4urkweVq1SQdYgA2rRrgUv2pn7I7UhVqVaJwX3GyUbVc/D08OHr11QqVa6Ap7svpm2bIxaLKV+hLO/fRtKyTTNcnTwV6ndz8qRVm2Zy90zNmsvkr1+6TdfWA+nedrDsioqM4cg+C0YNnFIgvszMTLIys+TiFIlEmLZpjrOjewF5kM7WtW7bXO5eG7OWhcrnJT09HU93H7nwOfpyPpijo+RfbM5O7gX0tW3XUnaQQljoW6KjYmidx2ZKaBanUZOGODm5FUjD0OH9uHTBioyMDFmaPNwL2lyrts0JCwlHrCIu0JlydfJQUA8tcHXyKDTvnz99ISsriy/ZH1MB/kHERMXSqm1uPCVKSAc6AgMV73VLT0/H3c2btma5ti8SiWhjlts+PNyy24eZovbhJovntf8bVq9byIWz11i/ZkeeeNwBcHRwxdBQX3ZEuLOjO23NWpCZmSmrq7btWuKcHWdYaATRUTFy5ZhTDzm2sWThOtq27IVZq96YterNkAETABg/ejbrVptL68FMGj4rK4voqFhatjZBVVUFZ0d3PsQnyJWHi5MHpm3kbaO1WQtc8tRDTkeqcrWKDOk7nsR87TEvcbHxfPmcQtcu7fn6NZXz568THByGn18gUVExmOUpU03NEpiYGPHqlWuhdeXm5i0XRiQSYdauJY7ZYdLT0/H09GXzlhWkpaUzcOB40tLSMGuXWw/5cXZ0L3B0+s+shw1rdxRaPv8kkoxUhX7iV/ilHMLD3hH5PprKVSvK+amq1Srx9m0krdo0K7SNK/IJrc2af9MngHQ2SlVVesqil4cvX7+mUq16ZdLTM/Dy8KO1WQsqVCzH24j3iEQiWrdtLvN9+XFxcpfzgyDvK/8sGRmZALRoZSK790/WQ7UaVQCp7wwKDqVsWQN8fQPw8wsgMjKa9u1y392amiVoamKEwzfao6urF+3a5R7AIBKJaGdmisOrgvtic8jIyCArS8Jv9WrLhTNt0xyXwtqokzumBcqgBS6O8n7pyKkdVKlaicG9C34nKEY6yKaqqkqdKuV45Z27fzsrK4tXPm9oUEPxTyDkoKaqgkFpbTIys7B29KJdk7qyZxKJhI0nr2Pj5M3R5ZMor6/4tEKB/x7Cj/b+YqpXr056ejp79+6lZ8+eskMpfhU5x5bmnQ2yun2aO7ceceyI9ESUA/tOsP/wVtzdvHF18WTy1NFoaKhz7sxVQLqZ2vL0FdZvWkJCQiIfP35iy/aVOL5ylb00bKztee3/hkNHt7NqxVYMDHRZumIOx45aymbcrly6xYpV8xg2cgDvIiJ5/z6KDVuWkZaWzlkL6RKwh0+v8iYgmM3rdqOlrYl2SS00imuQkZlJtRpV6N2vKw2M6rFw9mog20Fa7KR+wzqMGjINZWVl2ShdYkIS6enpfPr4GcuTl5i/eBqXLtxg8vQx1K1bC2VlZYybNERDQ50r56wAMD+wnqjIGLatk55odPLwWS7cOs74qSOxefSUnn27UN+oLkvnrJPpyP+xmJGeTmx0HMFvcjemli1niHYpbcqWK0N6RjpDR/YnKiaWxw/tGDF6EBrF1blw9joAew9tJvJ9NBvXSpdwHj10mut3TjN5+mgeP7CjT/9uNDSuy4LZq2TxlyypTbkKZWR7TqpXl74UY6LjOLzfgj2HNmNoqM+1K7fp3rMz2tpatOvYmhf2jkydMZaoyGjWr5F+1B05eJobd88wZfoYHj2wo2//bhgZ12PerJUyfYcPnmbugikEB4URHvaWxctmERUVw73bj+XKonXb5lSuXAFLC/klfof2n+TAkW2oKKvw5PFT+g7ogba2Jk1bNObW9Qds27OGqMgYtqzbDcCJw5ZcunWSCdNGYvPwGb36daGBUV0Wz5Eu01DXUGfG3Ak8um9LTFQspXVKMXL8EAzK6HPnxkMAjBrXx93Vi9kLp8j2Ny1dPZf09HT27T5eoH0cPXxG1j4OHN6Gm6sXri6eTJk2muIa6py1lOYpOfkTlqcvs2HTUhISkviY/JGt21fh6JDbPur8VoMKFcuhpqbKu3dRNG/RhFFjBlOihAbnLaXtrFXrpmRmZLLnwCa2bNzDc/tX9O7XFRdnD8pXKEe/Ad0xMq7H3Jm5S0oPHbDIrodQwsLesmT5bKIiY7h7Wzrzkf+Uqs+fpUuJQ0MiiHwfzcF9J9l/eAvamprcvvGAwcP6UlqnFKVKlWRAz9HsOrCRqMgYNq/bBcDxw5ZcuXWSidNGYf3waXZ7rMui7JPLcpbQ1G/4W3Z7VJKNGEvbo7RDPXr8UJwd3fn8+QttzFqwbM08Vq7YIrcZfP++EyxcNIM3QaGEhUawYuU8IiOjuXXroUzmzp2z3Lz1gMOHTgOwd88xjhw1x83VC2dnd6ZNH4eGhgZnzlwGpB+AWlqa6OvrsmfPMYyN6zNm7FBKlCjOxXPS9rf/8FYi30ezfo15tq1bcPOeJVOnj+XhA9tfUg8ylFUAEYiUpJdy9tHqmYUflfzlSwrhb3MH5N69j8Y/IAhtLU3KGCrez6KIrJQkho2Unnbq5uLFhCkjf6lfyplBOrD3BAsWT+e85VVGj/+DChXKUb1mVd4EhqChoc7lbN+848AGoiKj2ZrHN1+8dYIJMt/clfpGdVk8R7rEW11DnelzJ/A42yeU0inJqHHyPuHTx8+cPXWZOYun8v5dFLeu3WPZ2nl8/vwFH29/tu5cLS0Dy2uyMoiKjGGDzFeeweruaSZPH8PjB7b06d+dhsZ1mZ/HV5YspU258nnKoEbBMtDT10XfQJcq2SswBv/Rh/fvorCzecGQ4X3/0Xrw9fLH28ufmYO6UatWdYb+IT2pcO++4yxePIM3b0IICY1g9ar5REZGc/PmA5me+/fOc+PG/7F31mFVZd/jfi8S0qKE3c7oWGCO3d016tjd3a0zdrfYHWMXtoSCSqeCioSIdIgCKnF+f1y4cOGCznxUZn7f/T7PfuCes/Ze+6yz9j5n57nFHkv5bqnbtu/n4IHNuLp54eLswZQpo9DV1ebYMfka8QoVytK3bzfu3XtAdHQMpUqVYM7sSSQlJdGwUR36DeyBhwpf3G65hvC3kQobHLA8zkWro4ybPJz7t+3o0acztS1qKGygrq7O/mNbqVmrGkMHTERNxXuCRd1amNepgdMTN97FJ1CuQhk0K9Ql/WMi6YlxDOnSnCV7/qJ6xdLUqFyGEzcfkvzpMz1byBu+i3afxtTIkGkDOwPg5f+ayNh3VC1Xksi4d+w5f5d0SWJ4t5YKe60+dImbj9zZOms4utpaRGesp9LT0abwd5rmKPgxiMbUd6Z27dps3ryZdevWKUaN1qxZw9ChQ39YHipUKEuxbN/ZuHTxBsWMi7Jg0TRMzUzw8fKlX+9RSjvzLZq/ivT0dI6e2ImmlibW9+0V22SDvJdmQL+xbNqygtv3z5KUlMyZUxdZs3KbQiYxMYlO7Qdw8vQe5i2eikwmIzIimuEDJykWEhsVLULbji3p2LUt7+IT8PZ8ysplm/h9SB9GjRtMYEAwowZP4XnGDn/FS5jSobN8W9K7Dy8qXWffrsMVI15/Lt1Iamoqvw/pg5QuUbtuTdTU1Kj8c0WG/zaR6Cj5NIaSpYorvqsB8t7P6WMXMGvRZGYvnkJQwGvGDZnOCz/lHQa/xIwFE+k7sIfSsXmLpjJz7gS8PZ8xsM9YhQ1KlS6hlAcXJw8mjp7DvMXTWLBkBoGvghkxaAp+vi8VMh06t2Lb7jWK33sPyx/2G9fuZOPaXVSsXI7ps8bTuVs7JEki7G0EVy/fYvOG3Zw4vUdpbYyzkzvjR89mweLpLFo6k4BXQQz7fZKSvh1b96Ojo83mbX9gYGiA4xNX+vcezadPyi99g4b0xemJG/4vA5SOX754k1ZtmjJwaG+GjupPeno6oSFvOX3sAgf2HOfYOUvS07MG9F2dPJk6dj6zF05m7uJpBAUEM2bwNF5k+EF6RmO774DuGBUzIj42Hk/3p/TtMowXfvJRp+Skj+jq6aKurs76bfJGWHhYBL/3H8/791nTNypUKKv0HZpLF25gbFyMhYunY2pmgrfXM/r2Gqk01XThvFWkp0scU5SPh8zO9jLTvWcnDDIWl6/bmPWiFR4WqShnxYub8sDuMYaGBtyzu0hcbDx3btlQuUoF7B5dJeBVEENV3AddXW02bf8TQ0MDHB+70r/PqFz3IS8uX7xB2bKlmLdoGv0G9iA9PR1vj2csmb8aDzefXL7o6uTB5LHzmLtwCvMWTyMwIJjRg6fmUR4vKOnq122Eojya16nJrPmT0NHV4dXLQKZOWcjp05eU5DdvtkRHV5udO9dgaGjA40fO9OwxjE+fPmXdq4rlKFYsqzf3woXrGJsUZfGSGZiZmeDl5UvPnsMU033MzWsoXiRXr16opE8z45tQpXNcs7OTO+NGzWLhkuksWjbzu9yHTNQNiiMrlPUSpaYp3yAhJTogryj4+L1k5JR5it/rd+wDoEentqxaPOurdUufE/njz33MXTgVE1Njnnr7fvd6CWD/nmNoaWkyYvTvyIAWrZugpiajbPkyDP1tQp51s6tzRp2waApzFk8lKOA1Y4dMU9TN6WlpVK5Snr4DNmFU1Ij4OHmd0K/rcKVdV1cv20xaahpb9qymsLYWgQGv0dPT5fKNE3Ib9B6jKKOlSpdUqpdcnNyZMHo28xdPZ+HSGQS+CmL475OVbdCpNdv3ZNlg32F5A2DDmp1sXCvfbGfYyAHMWZD12QdNTU3mLZrKrLkT8fJ8+kPvw4rV8zEyMsTT6xmdu/yu+FTBpk170NXVYdeutRQpYsCjR8506zYkd3nMNjvl/PlrmBgXZenSWRQ3M8HT8xndug9RlMePHz/RtEkDpkwehZGRIRGR0djbO9K4cRe6dWzH3IVTMnzRj9/7jPuCDeYyb/FUFiyZrrCBol4qaUrHjHrpvr1yPdO76zAe2zuTnJxM525tmb1gMjo62kRGRJGenEBq+AuQ0unYyJy4hER2n79NdPx7fi5Xkt3zR1MsY5pfeHS80nqoz59T2HX2Fm8iY9HR0qSpRVVWTRyAga62QubsPfkOhKP+VO5Q/2P8b/RoUZ9/M/+V7z0VFOI7U/8HyPmdqR+NtnreH0j9UWiqFXy/QXI+vc0/gjSp4PfF0S5U8L7w/vPXfyD1e1BIreBnVxcu4DKZ85s2BcG/oV7K/M5UQVGmcpcC1Q+gVajge+Q/phZs3SzLY5OCH0lBl8mihVWvRfqRBFqvLegs/Gu/M3WwdMF9Z2rUm3//d6YK/g1TIBAIBAKBQCAQ/Csp+K7YfzcF30UqEAgEAoFAIBAIBP9BxMiUQCAQCAQCgUAgUIkYmcofMTIlEAgEAoFAIBAIBP8A0ZgSCAQCgUAgEAgEgn+AmOYnEAgEAoFAIBAIVCIV/IaT/2rEyJRAIBAIBAKBQCAQ/APEyJRAIBAIBAKBQCBQidiAIn/EyJRAIBAIBAKBQCAQ/ANEY0ogEAgEAoFAIBAI/gFimp9AIBAIBAKBQCBQiZjmlz+iMfV/gKSUTwWqX5KkAtUP8F5KLugsFDgGWjoFnQVksoLfEigptWDLg65G4QLVD/Ax9XOB6i+la1yg+gHepyQVdBYoU7lLgeoP8bcqUP0ALxtOKegs0CDsWYHq19XQKlD9AOpqhQpUv9q/4NlQqc2Cgs4CoXHdCzoLgn+AaEwJBAKBQCAQCAQClRR8l/i/G7FmSiAQCAQCgUAgEAj+AWJkSiAQCAQCgUAgEKgkveBnYf6rESNTAoFAIBAIBAKBQPAPEI0pgUAgEAgEAoFAIPgHiGl+AoFAIBAIBAKBQCVia/T8ESNTAoFAIBAIBAKBQPAPECNTAoFAIBAIBAKBQCViZCp/xMiUQCAQCAQCgUAgEPwDRGPqX4xMJuPy5csFnQ2BQCAQCAQCgUCgAtGY+j/K0qUzCQx0IS7uBTdunKJSpfJfjDNu3FCeP3cgPv4FDx5coV692krnd+5cw7NnD4mLe0FIiDvnzh3gp58qAbBg8TR8/R/xNsqHS9eOUrFSuS/qGz12MJ5PbQmLfspdm/PUqVtL6byWliYbNi/nVbAzIeGeHD25ExPTYorzRkWLcO7SIZ69dCAq1pc3YZ6ER/oQEf2MK9ePf9U1jxk7BO9nD4iM8cXa9iJ1c+Rh+IgBWN08xZswTxISAzA01Fc6X7ZsKXbuXovXUzti4l8Q++4FMfEvuGZ14ofoB5g9ZyJ3758jINyN19Fe+L915drdU5jXqZGv7i492mP75Cr+b125Z3+R1m2bKc6pq6uzcNkM7tlf5EWIEy5Prdm6ezVmxU0UMo2a1OdNrI9SCI7xIjjGizv2F6n9Bf2du7fj/pMrPA915vbDC7Rq21Tp/PS5E7j/5Aq+rx3xemXPyYv7MK9bU0mmQqVy7D+xDfcXdvgEPeK81REOHtxCUKAL8XEvuXnjFJW/4j6MHzeM588f8S7+JQ8fXKVePXOl87t2rsH3mT3xcS+JjXnOu3h/3sX7q0zfqGgRfPweEvv+JQYZ92vUmEF4+NjwNsqHu9aqfX39pmX4BzvxOsyDoyd2YmJSTEmmVOkSnDm/nzcRXjwPeMKKlfMoVKiQIu3wmKe8DvMg8I0rIRFePHa5xfhJw5XSaNS4HvfsLhAe+4zohBe4+9jQtn2LXPaYv2gqT1/YExLhxYUrR/Isz5qaGtjYXyE64QU1alZTOtepR1uu2JzEM9gepxf3cX5pjXeIA+duHaGWRfW8bgUAHbu34daj83iHOHDN7gwt2jbJJVOpSnn2HN+M6ytbPIIecuHOUUqUMlOcHz56IE5edwkMd8fq3hnM69TMlUZ2uvbowEOn6wSGu2PtcJnW7Zorzqmrq7No+UysHS7zKtQFd19btluuUSoPpcuWZNOOP3H0vENAmBs+/vY8D3YkKNyDG/fOYPEF/d16dOChkxVB4R7YOFyhTTb9AJ27tePMxQM8C3hMeLwv1WtWVZlO3frmnL96mIBQV9SLlqeQYQng731ExsXDm0lzl9Gq+yBqNOnE/QeP/lb8/DAa3IXKdoeo+uwSFS5spnCtn/KUNezTll9eWSmFqs8uKcnot29M2SN/8pPLaX55ZYVWtYq50lm8ZAb+AY5Exfhy7SufDWPHDeGp70OiY/2wsbtE3RzPwxEjB3Lz1mnehnvxISkwV93crFlDPiQF8iEpkIh3fkqh/+8989XdrWcH7J1vEBzhie2jqyp94a9LB/ENfELEO79cvlDEyJDV6xfj4HKToHAPXH2s2bBxGQYGynlcvGQGrwKciI7x4/r1r3tmjR03hGe+9sTEPsfW7rKSXYyMDNm4aTnuHveJjvHD77mDQu+w0QN54nmHV2FuXLt7+ivKY3vsHK/xKsyNew6XaN0ux/Np+UzuOVzi5RtnXJ/ZsG2P8vMpkzbtm3Pt7mn837ryMtQF/1CXH5qHw6d24uR9j1dhbrj52uarryCRCjD8FxCNqf+DzJo1gYkTRzBlygKaNetOYmIS16+fQEtLK884fft2Y/36JaxatZVff+2Ct7cv166dUHqhc3f3ZuzYWZibt6ZbtyHIZDKsrE4wfeY4xo0fxsxpS2nXsg9JiclcuHwYLS3NPPX16tOZlWsWsm7NDlo27YGPjx8XLh/G2KSoQmb1ukV07NSa4UOn0LXj7xQvbsbxk7sV59PT07lpdY/ffxvHrh2HUFNTIy7+HQ8fPCEpMYmLV47km4fefbqweu1C1q7ZTrMm3fD29uXilaMYZ7tmHR1t7t17wKaNe1Sm8dPPlVBTU8PO9hHJycls2WRJQsJ7ypQp+UP0A2hqavLqVTCFChXi48dPdGrVj2c+zzlxfi/FjIuqjFO3gTm79q/nzMlLdGzZj1s3rDlwYjs/V6sMgLZ2YWrU/oWtG/fSsdVvjB02nUpVynPo5E5FGi5O7lhUbYFF1RbMm7Gcz58/88TBhbeh4bg6eXD8nGXe+uvXZsf+dZw9cYkurX7jzg1r9h3fxk9VKytkAl8Fs3Teato3602fzsN48/otx89bUrSYkULm0KkdqBcqxMCeo+naegBqhdQY9HsfFi9ZS9Nm3UhMTP5bvt/w1854ez/j+rXjSr7v5u7NmLGz2LnrIOnp6Xh7+xIXH09iUu70t+9azVMfP8XvXr3lvr5+7U5aNe2Jj48v5y8dwjibbVatlfv6iCFT6dZpEMVLmHLs1C7FeTU1Nf46vx9NDQ06tu3PpHFzGTioN4ePb1ekPXrETFxdvJDJZHTpMJDNG3azYPF0hg7vr0jHvE5NatWuzvmz1wBwdfHk2KldVK1WRSEzZfoYxowbyuzpy+jQuh9JSUmcvXhIpS8v+3Mu4eGRuY43b9OYjXtWcvrIRTb+uQNdPV2QwcHdJ/B7+oKDZ3dQ1NgoVzwAi/q12Lx3FedOXqFn60Hcu2nLrqMbqVK1kkKmTPlSnLp+gICXQQzuOY5uLQewa9NBPn36DEDnnu1Yvmoem9btpkOLvjzz8eP0xX15+mO9BubsObiBU8cv0r55H27duM/hkzuyyoNOYWrW/oUtGyxp36Ivo4ZMpVLlChw9nXWPqlSpiJqaGnOnL2flsk0YGOrLZx+ct+Kpz3NOX9yvdM9z69/I6eMXaNe8Nzcz9Ge/Lzo62jg9cWPlsk0q0wB5Q+r0+X3YWjvQqU1/Ut+Fkp6cwN99ZUlO/sjPlSuyaNbEvxXvSxh0aYbZwjFEbT9FQPepfPQLpNyRPylUzDDPOGnvE3necLAivGw2Qum8mo4WSS7PiFx/WGX8YmP7Mn7CcKZNXUzLFr1ITErm8tWj+dbNffp0Yc3aRaxZvY2mjbvi4+3L5StHleoEbe3C3L1rx8YNu1Wm8eSJGxUr1GfK5IV8/vyZxfNXc+3yLd6//8Afaxbk4wsWWB7cxKnj52nbrBc3re5x5NTOXL7g+NiVlcs2qkyjeHFTzEqYsmLxelo06sa0iQto164Fu/esU8jMnDmeCRNGMHXqIlq26EliUjJXrh7Lt67s06cra9cuZs3qbTRp3AVv72dcuXJMYZcSJcwoUcKMhQtXU79ee8aNnU27di24cvUYy1bOZfO63XRsKX8+nbyQ9/OpXgNzdh3YwOkTF+nQoi+3raw5eCJHeaxVjW0bLOnYsh9jhk6jYuUKHD61Uymdzt3asc1yLWdPXWLtH1tRV1fn7OnLPzQPjx46MX7ETJo36MLYYdPztK3g341MkqT/SsPvX8358+dZsWIF/v7+6OjoYGFhwZUrV9DV1eXQoUNs2rQJf39/ihYtSp8+fdi5c+cX05TJZOzfvx8rKytu375NqVKl2LRpE927d/9beStcuKzS78BAF7Zt28fWrfsAMDDQ5/VrV8aMmcW5c9dUpvHgwRVcXT2ZMWOpIm/+/o7s2XOEjRtVPyxq1KiKi8sdoqJi2L5lHzu3H8zQp8fzAEcmjZ/LxfNWKuPetTmPu5s3c2etUOjzef6Q/ZbH2bp5LwYGerwMcmLMyJlcvXwLgCo/VcTJ7Q7tWvXFxdlDKT1f/0fs2H6AlM8pTJ0+hl/rd8I/0IkJ4+Zw4fx1lXmwtr2Im6sXs2ctV+TB94UDey2PsWWTpZJs02YNuXHrNGVK1ubdu/e50nrx6gk7th9gx7YDTJ0+htFjBlO8uOkP029te5HkpI/UMv+F6hUaI5PJcPa+x+H9p9i17WAu+d0HN6Kjo83wgZMUx67eOclT7+csmPWHyvzWtqiB1f0zNKjZlreh4Urnrt09hZfHM7p0b8/R/afYsXk/T7zvcGT/afZsO5QrrZ0H1qOjo83I36cojl26fYJn3n4smr1SpX49fV2eBj3m915jcHjgiFHRIni8fEDfLsNxfuIGgIuvNSamxnTqPBBra3sMDPQJee3G6DGzOHfuqsp0Hz64iqurJ9NnLAHk9+GVvxO79xzO5ftBgS5s27afu/fscHW5S/0GHXj44Ioi/bFjhtD/tx5sWLuTK1bHKV+6DhcuHcbNzYt5s/9QpO/t94D9e4+zbfM+9A30eBnoyNiRs7h6JcvXHV1v0751P1ycPWjbrjmnz+3jlypNiIqKAWD4yIFs2LSMI4fPMGfmcqW0D+w9wfYt+zhyYidJSclMHDsHgAOHt6Kjq83vv40jOuEFQwZOZNrMsfh4+TJ7xjIAnr6wZ/eOQ+zaIb9v+gZ6+Po/ZsqE+Vy6kFWe27Rrzp+rFzB88GQeOd+kZZMe+Hj7AnD48HbUNdSZNmo+524dwdvjGYH+wYyePISWFt144GnF8QN/sW/70Vz3Y+v+1WjraDNu0AzFsbM3D+Pr84Jlc9YAsGXfalJTUpkzaanKe3ru1hFcXT1ZNHeVwi6uT605tO8kO7ceyCVveWgTOjraDB2Q1Xi4fvc0T739mDdzhUodtS1qcMvmLPVqtCH0TZjSOat7Z/Bw8+ZNyFuGjRrArxYdcHtqw8F9J1Tq33toMzo62gwZMCErjbtn8PH2zaW/TNmSOHvdp02zXjz19lM6Z3X3DHa2j1i/ajsAIf6q69+/Q40mndi2Zgltmjf+R/FfNswq4xUubCbZ6wXhKzLqN5mMKvZHiD12nZi953LFNezTluKLx/Dcon+ucznRKGVKlQeHedV1Cp98AxTHqzw+zrItlmzfth+QPw8DgpwZP3Y25/Oom23sLuHm6sWsmcsysinj+ctHWO45yuYcdXOzZg25efsMpUrUUlk329hdwsv9KUsXrMHTz44De08wbOQADu47wY4t+3PJ7zu8GR0dHQb3H684duPeGXy8/Zg7Y7mSbJmypXDxvk/rpj1z+UJO2nVtzcFDWzAx/oW0tDReBTixfdt+tmWzS2CQC+PGzub8edXvCbZ2l3F19VSyy4uXj7Hcc5RNm1R3+PXq1Zljx3dy7NBfLJqzUhHP2ee+/PmkojzsObgRHV1thg3Iej5du3OKpz5+zJ+Z9/PphvVf1K/ZlrdvwihUqBCOnnfYuHYXZ05c5Nrd03i6+7A4W53wvfOgitC4pyqPFzTryw0uMN1zg08UmO6vRYxMfQPCwsIYOHAgI0eOxNfXF1tbW3r37o0kSezZs4dJkyYxduxYvL29uXr1KpUrV/5yohmsWLGC3377DS8vLzp37sygQYOIjY39x3mtUKEsJUqYYm1trziWkPAeZ2cPGjasqzKOhoYGderUVIojSRI2NvY0bFhHZRwdHW2GDv2NkJBQTEyKYWuTNQ0kIeEDri6e1G9gkac+c4sa2No4KOmzs3mkiFPbogaamppKMi9fBBDyOjRXuuXKl6F4cVN8vHzp1r0DDvZOJCS8x8XZgwYN88+DTY482No40CCPfOdF+Qz9mXk1NNAnNjb+h+nPTOuFn79SWg/tnlCnfm2VcerWr81Du8dKx+ysH1E3D3mQv1Snp6eTkKD8wqChoU7N2r+Q+CERo6KGnD19BUmSsLdzzFN/nfq1sbdzVDr2wPpRnvIaGur8PrQv794l8MznOQBxsfH4vwykT/9uaOtoU75iWUxMjYmJicXNzRuQ+76Tswe/5uHHefm+tc1Dfs1RXuRlywyHR84MG9qfwMBgfH1fKtKvWrUKCxdOY8LYOaSnpyvyXduiOna2j5TSt7PN8nVz8wxft1Xl6+YA1G9gwbOnLxQNKYAHdo8ppF6IgFfBKtI2p2atatRvaMEjeyfF+XoNzJXyAmBz3556GXkpV74MZsVNsbPN8o33CR9wc/GkXkZeAExMirFl+0omjp1DcvLHXHbV1NLk88fPaGioU712VR7ZOfLx40dKlCpOydLFefTACfN6tXLFAzCvV4tHD5yUjtnbPMainnxKjkwmo0W7JgS+Cubg2R08fnaHc7eO0LZTC4XNq9euykO7J0p2eWj3mLrZriE79eqb5yoPttYO1G2Qd3kwMNAnPT2dd+8SlI5raGhQy/wXHto9Qd9An/i4dwr99fLQX7d+bR7k0m+fp7wqjI2LUrd+bWKiYrh2+xTeLx5SyLAEMvW8Rxp+KBrqFK5RmcRHHlnHJInERx7oWKiesgigpqNN5QeHqWJ/hDKWS9CqUjZP2VwqyxRHw7QoNjbKz0N53Zx3nWBhUUMpjiRJ2Fg75BknT/0ZaT20fUSHzq0xKlqEMycv8sD2MfXqm6uMU7e+OQ9ylVGHPOW/FgNDfRISPpCWlqZ4ZmV//mS9J3zJLsrPrC/ZxahoEWQyGQ9slOtAe7sneT5v6jYw56HtE6VjttYO1M3HBgaZz6eM8liz9i+UKFWc9PR07jw4j0XdmtRtYK4YWfoRechJkSJ5j8AK/t2IxtQ3ICwsjNTUVHr37k358uWpWbMmEydORE9Pj5UrVzJr1iymTZvGTz/9RP369Zk+ffpXpz18+HAGDhxI5cqVWb16NR8+fMDJyenLEfPAzEw+XzcyMlrpeEREtOJcToyNi6Kurv5VccaOHUJ0tC+xsc/p0KEl8+bJe5qicsSNjIzGNA99xYoZoa6uTlRkjNLxqMhoTM2M5ddhasKnT59JyNHTFxkZjVmGTCZbtv8JwJXrx3n//gOTJ87PyoPpl/KQO9952SkvTLPZvGLFcowdP4zDB0/9MP2Zab1//0HpeHRUjMKeOTExNSZahf1NTFXLa2lpsnDZDK5cuMGH94lK54pm6G/QqA4PrB8R/jZCrj8yJs/0TEyNiY5S1h8dlVu+dfvmPAt+wou3LoyaMJjBfcYRFxuvOD+o91iq16rKs+DH3H98GYDBQyYTH/9OIRMZEYWZmanKfGT6fkRklNLxSBW+P27sUAAePrhChw4t6dxlECkpKURGRFGiRHGOH9vJgoWrlEYpjIoWUXmfoyJjMMvwDVOzvH0907dMzYxzpZGelqbymrp1a0+HTq25Z3eRQ/tPcuJYVo+/qnQis5U70wz7q/TLbL68w3IdRw6dxsPdR2Ue7K0f065LK9p2aom6ujoaGhqMnCDv+TQxMyY6MlZp/WN2jE2LER2p3KEUHRWLcYZ8MZOi6OnpMnbqcB7ef8zI3yZz94YNO49soH7jOvna3DQvfzQzVl0f5VMeFq+YyeXzqsqDXL+6ujqjxg7i2OGzX9Sv6r7kJ6+KsuXLADBr/mROHjvHwL5jkVI/U8iwJKgV/FdS1I0MkKkXIjU6Xul4anQ86iaqp3x+DnjD2/lbCRn3J6EzN4KajPLnNqJeXLXv5NKZkW7OZ1t+9WwxY3l9FhnxDepm46xn3e9D+mBz356wtxFERUXnWTebqvLFfOS/hqJFizB//hQOHz4NZH9PyFHvRUbl/dzO0y5ReduymBHz509GJpPlqu+jVNT3mZiYGit1HEHm80H1fdfS0mTh8plczvZ8Klu+NACz5k/i8P7TyGQy4mLiOH/tiKJR873zkMnC5TN5+caZp4Hfbu2h4MciGlPfgNq1a9OmTRtq1qxJv3792L9/P3FxcURGRvL27VvatGnzj9OuVSurd1ZXVxcDAwMiI3OvQcjk06dPJCQkKEJSUhLR0b6KoKHxfR+aKSkpqKnJSE5OplKl8ixfPue76lPFz1UrExLuqQgH950EYNyY2VSoUJY1axd/V/2/9e/B2whvRci0uZmpCRcvH+bypRscPfLXd83Dj0RdXZ09hzYhk8lYMPvPPOUs6tbir5OX8jz/T3hs70ynlv3o3Wkodvcd2H1wo2KOe8++nXFwv8kvNary6dNnxfTAgwe2ULy46sbT36FYMSNiov0UIXPkqN9vo3n5MpCTJ3Yr1hfUrFkVPz9/Tp/+ttf/Tzh/7jp+vi+ZPX0Z4yYOo3ffLt80/THjh6Cnp8vWTXvzlPnr+CVOHDzLup3LAVi5ZTFWl+4AKEbt/ilqMvlmCvdv2XFk7yl8fV6wb/tRbO7YM3BYn/8p7a9BXV2dvUc2I5PJmDdL9RRAgBWr53Htym1OHss9fe17oKYmt8vxw39x5uQlfLx8SU+MgbTPqBXOvXHNf4Fkdz/eXbLmk28ASU4+hExcRVrsO4wGdsozToVzG6nqdZ6qXueRqRf6gbnNm2ImRWnVpimnjl/44br19HW5cf8vSpYswcSJI4iIfIqGhsZ316uvr8eFi4fx9w/6rnrU1dWxPCwvj9mnqKupyV9/t2/ah/XdBwBs27QXSZLo2rP9D8lDJnu2H6JDi74M6DX6m+r9lqQXYPgvUPDdUf8fUKhQIe7evcujR4+4c+cOO3bsYNGiRdy/f/9/TjtnpSaTyfJ92VizZg0rVmQ9wPX09ChZsjKFCukBKF7uTE2NlRaGm5kZ4+n5TGWa0dGxpKam5uoFNTMzJiJCuefq3Llr2GVMR9HQ0ODxY/mcfBNTZVlTU2O8vVTri4mJIzU1NVcPj4mpsaLXKyIyCi0tTfnUhGw99qamxly7coeF81crjmUuJPbx8WXa1MXcuXeWdet2yPPg/aU8KF+zqWnua87JDat7Smu2NDP0nzqzFwcHR6ZOXphlg++gP6+09PX1lI4bmxTL1YuYSVRktKKnPxMT09y94+rq6lge2kTpMiX5rcfIXD1uALExcaSnp5P4IZG7N22z9JsWy5Wekv4cu9UZm+SWT05KJjgwhODAENxdvLB1ukb/wb3YvfUg7xM+IJPJ6Np6AImJSWhqyu9Damoqgwf3Vax3MjUzwctT9Tz1TN83yzGCaGpmzPPnr+jWbYjiWOZ9DgoKYcDAcUSE+9CjR0dMzUwwMipCnz5d6N27MyAvxwCPHG+Qnp6e6z6bmBZTjIZFRuTt65ERmTLR1KmrPB1FrZDqF0WtwpoEB4Vw/OhZTEyLMXfBFMXaxciI3KOPptnKXWYPvsrynLEeqlnzRtRvYM7baOVRqXt2Fzh/9hqTx88DYOOfO9ixfi/uQQ9ZOP0PkpPk0wFDgkMxNi2aq/c9k+jIGIxNlReFG5sUVYykxsXGk5KSiv+LQCWZVy8CqfurOXGx8SrLlolpsVwjFJlERUSrro9UlId9RzZTukxJ+nUbobI8qGuoI0kSgQHBzJ6WtaYrP/2q7kt+8qrTkN+vF89fKR2X0lKQ/QtGplLjEpBS01A3LqJ0XN24CKlRcV+ZSBofnwagWa5kniIhU9fy+VUIAGqa8uerqakxEeHK/uyV1/MpWl6f5hwJ+kd1c0ZaPXp1Ii42nts3rAEwMTHOs26OVOWL+cjnh66eLmcuHOBtaBh9+47m82f5Bi2Zz0xTUxPClexikvdzO0+7mOSyi56eLpevHOXD+w8MGDCe0Lceuep7ExX1fSZRkdG5djOVPx+U6wx5Iybj+dRduTxGhmeVh9gYeZ1QpIghwUFvKFW6xA/JQyZxsfHExcYrTckW/LcQI1PfCJlMRpMmTVixYgXu7u5oampy9+5dypcv/00aVV/LggULePfunSKEhoYSFBRNQEAwAQHB+Pq+ICwsklatsrYS1tfXo359cxwdXVWmmZKSgpubt1IcmUxGy5ZNcHR0U5L98CFRoSsw8DUA794l0KJl1uJkfX096tarjbOTe576PNx9lOLIZDKat2ysiOPp7sPnz5+VZCpXqUCZsqVwsHckMCBYEfx8XxIeHkmLlo0VvbNFjYpQr745To7556Fljjy0aNkYpzzyrcoGAQHBvItPIDU1lbj4eCaMm4skSejr6303/Xml9dPPWbudyWQymrZoiJuzp8o4rs6eNG3+q9KxZi0b4ZpNPrMhVb5SWQb0Gk183LucyWToTyUlJYXg4FBSU1MV+ps0z1u/m7MnTZo3zKH/1zzlM1FTU1M0mshosAQFviY4MISXz18RGR6FtraWoldSX1+PBvXNeZLDj7Pyrtr3W7VsisMjJ14FBCmCvGxF0LpVU2QyGTKZDENDfRrUN2ft2u3Uq9+B+g060qJxd6ZNXgRAlw4D8fZ6RvMWjZTSb9Eiy9c9PDJ8vUVuX3d28gDA2cmdX6r/pLQDWLPmDUlLTVPatjwrbY/c9gJcnDyU8gLQolVjXDLyEhwUQkR4pJKMnr4uderVxiUjzQVz/6RF4+60bNKDlk16MKDvGABGD5/Oqj82K6X96dNnnnr60qBxXbr26oCbkyfxse9o1Kw+Hi5eKu+Jh4sXjZrVVzrWuEVD3F28M+5ZKt7uT3Nt116hUlnehoSRkpLKU08/mrbI8m+ZTEbT5r/imnENOXFx9lCSB2jeshGuTsrlYd+RzVSoWI7+PUYRp6I8FC9hyl+XDhIXF89zX38y93/K1O+Sh35XZ0+a5dLfOE95VbwODiXsbQSVqlRQOi4rpIGUnvrV6Xw3UlL56OOPbmPzrGMyGbqNzElyz3/zBAVqamj9XI7UHNNAs5MaFk1KcBgpwWF8evmalMhYWrZUfh7K6+a86wR3dx+lODKZjJatGucZJy8y02rXsSVnz1whNTUVmUxGsxa/5tpEKRNXZw+aqSqjecjnhZ6+LmcvHeTz5xQG9RuPn9/LbO8J8mdmyxzPbfl7wpfsovzMymkXfX09rl47zufPKfTrN5oPHz7g7u6jojw2VHreKNnASUV5bNUI12w2yGzEVKhUjv49c5dHL8+nfPz4iUqVy5OSkoKXxzOat2pMmbIleRMS9kPy8F9CbI2ePwXfHfX/AY6Ojty/f5/27dtjamqKo6MjUVFRVKtWjeXLlzN+/HhMTU3p1KkT79+/x8HBgSlTpnw54X+AlpZWrq1LM3vBM9m58yDz50/F3z+IoKDXLFs2m7CwSK5evaOQuXnzNFeu3MLSUr6b1vbtBzhwYBNubt44O3swZcoodHV1OHZMPt+/QoWy9O3bjXv3HhAdHUOpUiWYPXsiyckfObT/JLPnTiTgVRDBwSEsXDyD8LAIrK7dVei7fP0YVtfusn/vcQB27zzE7r0bcHfzxs3ViwmThqOro83JE+cB+SYWJ46dY9WahcTFveN9wnvWb1yG0xM3xUOlXfsWmJga4+7mxamTF1i4aDrxce/w9HjKkmWzCAuL4Pq1rGu+anWC61dvsy8jDzt3HMRy30bc3b1xcfFk4qQR6OjocOL4eUUcUzNjzMxMqFhR/uL2S/WqfPjwgTchb4mLe0eJEmbcuHWa4OA3lC9fhv4DehDy5i0zZoz/IfoBSpcuydUrt1i6fDapKWl06NKa3v26oqOjw1+nLgOwdfdqwsMiWfvnVgAO7j3B+WuHGTtpGPfvPKBH707UMq/OvIzdojKnMtWs/QvDBkyiUCE1RW9pfNw7UlKyXs6aNG+IlpYWP/1ciT4DuuPp5s3IcYPR0dHmXIb+zbtXER4Wwfo/5buMHd57kr+uHWLMxKFY331At16dqGlenfkz5FMktHW0mTxzDPdu2RIZHoVRsSIMGzUAsxKmWF2R29TN2ZN38Qls3rWKbRss+fjxEwGvgmnYuC6JiYlUr16V5ctmExYWwdWrtxX5vZXh+3syfH/b9v0cPLAZVzcvXBS+r63S94+fOMfixTPo27cbnz9/pmvX9oSFRbD/wEk+ffoEwJ1bf+H77AUAz5+/YvuW/ezaux4Pdx/cXL0YP3E4Ojraiik/7xM+cOLYeVauWUBcXDzv339g3calODlm+br1fXue+/ljuX8jy5asx8zMmIVLZnDz5n0GDemLq4snFSqUxaJuLfT0dXlk78igIX2ZNWeiYjMOgGNH/uLspYP8sUq+rnDEqIFY1KnJuozd3wAsdx9l5pwJGeX5DQsWTyc8LJIb1+XlOefOdYmJSQAEBYYQlrFezqioIR26tcXJwYU7VtbMXDiJtPQ05kxYyooNC9DW0ebCafmOYet3riAiPJJNK+XbjB/dd4YTV/YxcsIgbO/a06VXB2qY/8KSWVmj0Qd3HWfL/jU4P3bjiYMLzVs3plWHZgzpOU7uX5YnWbtjOZ7uPni4ejNmwlB0dLU5kzENdbvlGsLfRrL6jy0AHLA8zkWro4ybPJz7t+3o0acztS1qMGf6MkV52H9sKzVrVWPogImoFSqkGEmSl4cUipcw5cL1o7wJecu+3Uf5Y818Xr0KwtvLl76/dVPSv8NyLWFvIxT691se45LVMcZPHs6923b07NOZ2hbVFfpBvni9VJkSiimslSvLG02REdGK3vXdOw4xZ/5knnn74ePth5qOERTSIP1j7l3m8iMpKZnXb94qfoe+jcDvxSsMDfQp8T9MoY05dImSG2aS7P2SZM8XFBvRAzWdwsSfl/tWyY0zSQ2PIXKjvGwaTx5Isocfn4PDKGSgS7ExfdAoZUrc2azyrGaoh0ZJUzTM5B0NWhVLAZAaFUdadByxh68wd95kXr0KIjgohMVLZxIWFsG1bHXzdasTXLt2h72WxwDYuf0Ae/dvws3NC1cXTyZNHpl33Zzxbabq1avyPkfdDGB9/yH165sTGx1HlZ8qMnbiMLkvnLgIyH0hPCySVSvkHRH79hzn8o1jjJ88gnu3benZpwu1LaorjXIWMTKkVOlsvlBF2RcyG1La2tpMHDsHPX091LTlo3RRUTGkp6eza+ch5s6bgn+GXZYsnZXLLlZWJ7l67bbCLju2H2Df/k24u3nj4uLBpMmj0NHR4fhx+VTWzIaUjnZhRo2cjoGBPgYG+hw7epYNG5fh5f4UdzdvxkwYgrautmJa+LY9qwkLi2TtH1uBjOfT9SOMmzSMe4rnUw3mTl8OZHRsHN1CzdrVMp5Pucvjh/eJnDh8ltnzJ/E2NJyrF2+w5M85JCYm8czbj7Wbl373PFjUrUntOjVxfuxG/Lt3lC//9ZunCP5diMbUN8DAwIAHDx6wdetWEhISKFeuHJs2baJTJ/m87Y8fP7JlyxZmz56NsbExffv2LdD8btq0B11dbXbtWkORIgY8euRCt25DFC97ABUrllXq5T5//hrGxkVZunQmZmYmeHo+o3v3IYppJh8/fqJJk/pMnjwSIyNDIiOjsbd3pGXLXrwJfIOExJYdKzE0NODJYxf69hqp+OYLyF9Is38f6NKFGxgbF2Ph4umYmsmnFvTtNVJpCH3hvFWkp0scO7ETTS1NrO8/ZHa2l4vkj58YNrw/q9cuQlNLk+SkZIyKFsHYpBixcfH06TkiVx6KFcu65osXrDA2LsrCxTMwMzPG28uXPj2HKw37jxo1iAWLpil+374rXws1ftwcTp24QKs2TalUubzi/N79Wd+AqVO7zXfXD7BoyXQGDZb7nLq6OgePy1+MF8z6U7Hot1TpEkrTR12dPJg8dh5zF05h3uJpBAYEM3rwVJ77yncELF7ClA6dWwNw96HyPP9+3Ubw2MFZ8Xvg4N44O7pz5cINZs6fiImpMc98njP0twlER8l7kEtm7Kqk0O/sydSx85m9aApzFk8lKOA1Y4dMU+xImJ6WRuUq5ek7YBNGRY2Ij4vH0/0p/boO52XGNKa42HiG/jaBOYumcPryAdQ11Hnp94q//rrM3DmTWb1qIY8eOefy/QoVyyl9W+T8+WuYGBdl6dJZFM/w/W45fL9pkwZMmTwKIyNDkj9+okaNqqipydDUUM+dfoWySg2OSxdvUMy4KAsWTcPUzAQfL1/69R6ltLh50fxVpKenc1Th6/bMmZHl6+np6QzoN5ZNW1Zw+/5ZkpKSOXPqIiuWbmTEqIEsWDSNEiXNSElJAWScvXiIoMDXvH79hsBXQYp00tLSUFdXZ+KUkQCKDzX37d9dscvfjq370dXVZtP2PzE0NMDxsSv9+4xS8uWvoVf/LsxbMQ0ZMoIDQ9A30GPD7j/w9XnBqP5TiMnwjRKli5MuZfmGu7MXs8YvYvqCicxcNImggBAmDZvNS7+s6Wt3b9iybM4axk0bzuLVswl8FcyUEfNwdZT3Mt+4fBedIrrMXTgFE1Njnnr78XufcXmWBxcnDyaOnsu8xVNZsGQ6ga+CGTFoSlZ5KGlKx4zycN9eeV1c767DeGzvTPNWjalYqRwVK5WjeUv5yMKqdfIRSjcXTwb2GfsF/XOYt3gaC5bMUOj3832pkOnQuRXbdq9R/N57WP7yvXHtTjaulTdE9+85hpaWJitWz8fIyBCZhhpp78Lgb45M+fi9ZOSUeYrf63fIP7PRo1NbVi2e9bfSyk6C1UMKFTXEZPpg1I2N+OQbwOsRS0mLiQdAo4QJpGf1VRcy1KPE6qmoGxuRnvCBZB9/gvrN5rN/iEJGv+2vlFqftY1+6e3yjoKobSeJ2n6KmH3nuZr+nh07V2NoaMDjR8706jFcuW6uWI5i2Z5PFy5YYWxSjMVLZmJmZoyXly+9eg5XmnY5evQgFi6arvh9556882Xc2NmcPJFVZ1aoUJagwBCGjRrAnIVTeOrty8DeYxTlv1TpkqRnu2YXJ3cmjJ7N/MXTWbh0BoGvghj++2RlX+jUmu17snxh32F5o3zDmp1sXLuTWrWrK3adc/LI6tQEqFa1Ka9fv2HzZkt0dLXZuXONwi49ewzLXVdme2ZduHAdY5OiLF4yAzMzE7y8fOnZc5jCLubmNRS70fo8faCkd8PqncxeOFlRHgf3zSqPJUuXyGEDDyaPmcvcRVOZt2Q6gQHBjBo8JY/n00UlPX27Dlc8n/5cupHU1FS2W66hcOHCBL4KRk9fjws3jv2QPCQnf6Rz17bMnj8JbR1txVTcfyPp/5kxooJBfGfq/wA5vzP1o9FWz/vjhz+KNOm/sozx+2GgpVPQWaCQrOBnFocnfuX6i++ErkbhAtUPWZs0FBRFtQwKVD/A+5Skgs4CUgG/oHyL70z9r2T/zlRB0SBM9TqgH4WuRsFvT/8hJfcnDH4kRbR0C1T/v4V/63emVpUbVGC6FwWfLDDdX0vBv9kIBAKBQCAQCAQCwX8Q0ZgqIE6ePImenp7KUL169YLOnkAgEAgEAoFAILZG/wJizVQB0b17dxo2bKjy3I/4xoNAIBAIBAKBQCD43xCNqQJCX18fff3/5ocSBQKBQCAQCAT/NxCbK+SPmOYnEAgEAoFAIBAIBP8A0ZgSCAQCgUAgEAgEgn+AmOYnEAgEAoFAIBAIVPJf2QiioBAjUwKBQCAQCAQCgUDwDxAjUwKBQCAQCAQCgUAl6QX7nfd/PWJkSiAQCAQCgUAgEAj+AWJkSiAQCAQCgUAgEKgkXWyOni+iMfV/gEJqBTsAKZMV/PhwenrBVwRqBWyHQrKCH4j+mPq5oLOAulqhAtWvra5ZoPoBYj9+KFD9+hopBaofQKOA/QAKvm582XBKgeoHqOK4o6CzQFqZVgWqX6NQwb+K6VG4QPUXdL0sEPwvFPzblUAgEAgEAoFAIBD8Byn47hCBQCAQCAQCgUDwr6Tg5/b8uxEjUwKBQCAQCAQCgUDwDxAjUwKBQCAQCAQCgUAl4qO9+SNGpgQCgUAgEAgEAoHgHyAaUwKBQCAQCAQCgUDwDxDT/AQCgUAgEAgEAoFKxHem8keMTAkEAoFAIBAIBALBP0CMTAkEAoFAIBAIBAKViHGp/BEjU/8HWLxkBq8CnIiO8eP69RNUqlT+i3HGjhvCM197YmKfY2t3mbr1aivOGRkZsnHTctw97hMX/5J3Cf68S/Dnof1VJbkNG5dh73CNsOin2DlcBaBHz448cb3F2ygf7J9cp237Frl0L1g0jWcvHQiN9Obi1SNUrFRO6XwRI0P2HthEcKg7gSGubN+1Gl1dnVzpTJ46Cif3O4RFP+WF/2Osbp7CP8CRqBhfbt/9i7Pn9uPuaU3Ch1esW78kTzs89X1IdKwfNnaXlK4PYMTIgdy8dZq34V58SArE0FBf6XyzZg35kBTIh6RAEhIDlEK37h2+cBdgzNgheD97QGSML9a2F6lbt5bS+eEjBmB18xRvwjxJSAzIpb9s2VLs3L0Wr6d2+Ie58ircjVcRbly5e5LadWrkq7tz93bcf3KF56HO3H54gVZtmyqdnz53AvefXMH3tSNer+w5eXEf5nVrKs7/2qQewTFeSiHinR8R7/ywe3INizo1c6pUolvPDtg73yA4whPbR1dp0665cv66teOvSwfxDXxCxDs/qtesqnS+iJEhq9cvxsHlJkHhHrj6WLNq3SL+XDn/u5WH6Bg//J47sGHjMgwMlO9FZnkIivQkMMKDV2FuXLt7GvMv2KFrj/bYOV7jVZgb9xwu0bpdM8U5dXV1Fi6fyT2HS7x844zrMxu27VmNWXGTXOm0ad+ca3dP4//WlbdvvfD0tCYgwJnY2OdYWZ38KjuMGzcUPz974uKe8+DBZerlsMPmzSvw9LQmNvY5L148YtOm5bnsADBkVH8cPG8REO1BYIwnjZo1yFdv5+7tuPfkMn6hTtx8eJ6WOXwxOys3LiYwxpMR4wYpHd9/Yhv2nrfwC3XC8ek9rt49xRPvu7x46/JV5aFLj/ZYP7nKi7cu3LG/SKu2zZTOz5g3AesnV/ELccQ7wIFTF/crlQcAB49bvI71VoTgGC9eRbhx+c73L4+ZtG7XjMt3TvL8jRM/u/1FacvFinNGg7tQ2e4QVZ9dosKFzRSu9VOe+THs05ZfXlkpharPLinJ6LdvTNkjf/KTy2l+eWWFVrWK+V7j1+Li4c2kucto1X0QNZp04v6DR/9TekuWzPzhZaFo0SJcuXKUgAAnAiM8CIr0JDjSE6v7ZzD/Cl+0fXIV/7eu3LO/SOscvjhz3kRsn1zlRYgTPgEOnL64H4scvjBl5lgu3zrByzfOvAx1xtnrPsERnty8/9d3r5sBNmxdgaPHHYLCPXj66hG3HpzH0ecuz0Odf1h5sHe/mesZ5fXK/ofmoUatapy4sBevAHs8Xj7IV5/g34toTP0fYMKEEUyduoiWLXqSmJTMlavH0NLSylO+T5+urF27mDWrt9GkcRe8vZ9x5coxTEyKAVCihBklSphx/fpdQGLH9gOEhoZhZFRESQ7g2LGzXLpgBUCDhhbsP7yFk8fO07JpD25cv8eJ07upVq2KQn7qjLGMHT+UWdOX0q5VX5KSkjl/6TBaWpoKmX0HNlG1WhV69xjOgN/G0qhxfbZsX6l0DWvWL2HwsH4sXbSWhnU7cOXyLerWrcW0qYtp2aIXnz5+oknThmzeZIm3t28edujCmrWLWLN6G00bd8XH25fLV44qXZ+2dmHu3rVj44bdKtN48sSNihXqs27tDhIS3jN+7GyuXL5JYmISK1cvULqunPTu04XVaxeyds12mjXphre3LxevHMU4m34dHW3u3XvApo17VKbx08+VUFNT49zZq0jAsUN/kfDuA1paWhw/Z0kx46Iq49WtX5sd+9dx9sQlurT6jTs3rNl3fBs/Va2skAl8FczSeatp36w3fToP483rtxw/b0nRYkYAuDp5UK9aK+pVa8WCmX/w+fNnHjk48TY0DGdHd85cOoBxHvrrNbDA8uAmTh0/T9tmvbhpdY8jp3ZSNZuv6Oho4/jYlZXLNqpMo3hxU8xKmLJi8XpaNOrGtIkL6NW3C5Mnj/ou5WHhwtXUr9eecWNn065dC3bvWZcrLS+vZ6ipyYiKjKZjy34883nOyQt787wP9RqYs+vABk6fuEiHFn25bWXNwRM7+Lma/D5o6xSmZq1qbNtgSceW/RgzdBoVK1fg8KmdSul07taObZZrOXvqEu2b9ebYsbOUKlWCqVMX0rx5DxITk7h27Xi+dujbtyvr1i1m1aptNGrUFS8vX65ePZ7LDgsWrKJu3XaMGSO3g6Xl+lzpLPpzNrGx8Tg9dgPA8ujmPG1Qp35ttu1fm+GL/bl7w4a9x7cq+WIm7bu0xqJeTcLDInOde2zvzORRc2jTsAfHD52llkV1Pn36TJdWv+Hr84IT5/O+D3UbyMvDXycv0rllP27fsGb/iW38VC0rDwH+GeWhaR/6dB5KSEgoJy7sVZSHTDau3sn8GSv4/PkzKxauo0f7wfj6PP/u5RGgU7e2bNmzmnOnLtOxRT8Cf5tNwlVbAAy6NMNs4Riitp8ioPtUPvoFUu7InxQqZqgyTwBp7xN53nCwIrxsNkLpvJqOFkkuz4hcfzjPNP4Jyckf+blyRRbNmvg/p6WmbcjEicN/eFlIT0/n+vW77NlzBElKZ//uo7x58xZDQ4Mv+KI5u/av58zJS3Rs2Y9bN6w5cGK7ok4ACPAPYvG81bRt2pvenYfyJuQtJy/sU/IFTU0Nrl+5jcNDRwoXLsymdbto17w3T32ef/e6GcDL4ynTJi6kWYMuWO48zM/VKqOlpUW3NgN/WHkA2LR6p9Izat2f2+jauv8PyYNpcRNOXtxHUGAIPdsPZuhvE/K0V0GTXoDhv4BMkiQxevc/cP78eVasWIG/vz86OjpYWFhw5coVdHV1OXToEJs2bcLf35+iRYvSp08fdu7cmW96s2fPxs/Pj+vXrwOwdetWZsyYwc2bN+nYsSMAlStXZv78+YwePfqr8rhwwSq2bdsPgIGBPoFBLowbO5vz56+plLe1u4yrqyezZi4DQCaT8eLlYyz3HGXTpj0q5Xr16szBQ1uIiYnLJbd08Uw6d22H/8sAdHR1GNhvrOLcHetzeHv5Mmv6UgCevXRg945D7Nx+EAB9Az2ev3rC5PHzuHjBip9+rsQTl1u0bt4LD3cfANq0bcZfFw5Q4+dmhIdH8tPPlXj4+BpNGnbB/2WgIt3t2w6wPZsdAoKcGT92NqNGD8LL6xnz5v6pZAcbu0u4uXop2eH5y0dY7jnK5k2WSrLNmjXk5u0zlCpRi3fv3ueyqX+AIzu2H2DPriM893/EkUNnmDJtDBPGzeHC+esq74O17UXcXL2YPWu5Qr/vCwf2Wh5jSw79TZs15Mat05QpWVulfmvbizz19GXpvDWMmzycwSN+Q1NLgyP7T7Nn26Fc8jsPrEdHR5uRv09RHLt0+wTPvP1YNHtlLnkAPX1dngY95vdeY3B44Kh07vKdk3h7PKNz97Yc2HuCrRstcX9my8F9J9ixZX+utPYd3oyOjg6D+49XHLtx7ww+3n7MnbFcSbZM2VK4eN+nddOePPX2U5m3TJ4HO6Knp0tRo59JS0v7puUhO5nlwcT4F9LS0pTSUldTQ1NTk/bN+yCTyXD2uc/h/afYtfVArnT2HNyIjq42wwZMUhy7ducUT338mD/zD5W6a1vU4Ib1X9Sv2Za3b8IoVKgQjp532Lh2F2dOXATA5ZkN27fvZ+vWfYC8PAQHuzB27GzOnVNthwcPLuPq6sWMGUsVdvD3f8KePUfYmEdjvnfvzhw6tJVixaop7PDgwWXSPqeCBNs37uPU5f1EhEdxZN8pLFX44o4D69HW0WZ0Nl+8ePs4z7yfszibL5qVMOXSnRMM6zuBQ2d2cMjyJIf3nlSZr0t3ThATE0ertk2pXLwuaWlpOHrf5cj+0+zedjCX/K6DG9DR0WbEwMmKY5fvnOCZ93MWzvozlzzIy8Oz4CcM7DlaUR4cPG5xyPIE3ft0wtPtKcvmr1HY8on3ne9aHgsVKoSDxy22rN3NXyflI0g3i5RRyFe4sJlkrxeEr8ioW2QyqtgfIfbYdWL2nsuVvmGfthRfPIbnFv1V6s+ORilTqjw4zKuuU/jkG6B0rorjji/Gz48aTTqxbc0S2jRv/I/iqxcty8JF6wqkLGSm9dTDl8XzVjNy7CDGTxmBmkwmrxNU+OLugxvR0dFm+MCsOuHqnZM89X7Oglmq6wQ9fV38gh3p33NUrrrZwe0mxUuYUda0luJafnTdfPP+X7wJfkv3Pp1oVrczIcGh3708gHxk6pDlSQ7tPcHlOyfxcvdh6bwfVyYHDu3DrAWTqf9LazJfxYNjvPK0U0Eyu/zAAtO9Meh0gen+WsTI1P9AWFgYAwcOZOTIkfj6+mJra0vv3r2RJIk9e/YwadIkxo4di7e3N1evXqVy5dw9qTlp0aIF9vb2isrWzs4OY2NjbG1tAQgNDeXVq1e0bNnyq/NpY+Og+D8h4T3Ozh40bFhHpayGhgYWFjWU4kiShI21Aw2yxckpZ2CoT0LCh1xy2anfwAI7G+XpGNb3HlK/gTkA5cqXoXhxU2yzybxP+ICriyf1G1go0oiPe6doSAHY2jwiPT2duvXl0yw6dGpNUFAIHTq2wt3bGm+/BxQvboqrq6eSHVycPfLMa9b12edrh6+hvOK6HOjcpS1Fixpx8MCpDP0Weeo3V3EfbG0caNBAdZy8yEzL3u4JIG+gxse/w97OkTr1a6uMU6d+beztlB+6D6wf5SmvoaHO70P78u5dAs98nuc6V7N2NRITEzEqWoQzJy8iSRIPbB9Tr765yvTq1jfnga2yr9jcd8hT/msoV740RYoYkpDwQVG+vlV5yElmecj+0pSZ1uugN0pp2ds9UfhuTuo2MOeh7ROlY7bWDtTNxw4GBnqkp6eT8C4BgJq1f6FEqeKkp6dz2+48ni8eUKKEKUFBIYo4X2eHmlhbK5cHa2t7GjTIxw4GBkp2kKdTi6q//MSsiYtJT5f3Ozo6uFCnfi2VaVjUr4WDnbIN5L6YJS+Tydi8ZxX7dhzh5fNXeeZHngd1atSuhoGBHq5OHqSmpiruQ/7lQVUe8ikPw1SXhwnTRmFepyat2jVl3OThFCpUKEP/9y2PNWpXo0RJM9KldG7Y/IXz0/uUPbQCrZ/KgYY6hWtUJvGRR1YikkTiIw90LHJP0cpETUebyg8OU8X+CGUsl6BVpWyesv9K1NSRqakr+fWPKgvZ03po9wSz4iZ06tqWJw4uPMzHF+vWr81Du8dKx+ysH+VZh2hoqDNoWL886+bSZUqSmpqqdC0/sm7W0NCglnl1tHW0eR30hrDQ8B9SHjKZMG0kHi8fYF6nBrq6OhQqVAjgh+RBS0uTlJQUxJjGfx/RmPofCAsLIzU1ld69e1O+fHlq1qzJxIkT0dPTY+XKlcyaNYtp06bx008/Ub9+faZPn/7FNJs1a8b79+9xd3eXV2oPHjBr1ixFY8rW1pZSpUp9VcMsk8jIqFy/Tc1yr6kAKGZshLq6OpER0bnimGWLk12uWDEj5s+fwuHDp3PJZcfUzJjIyJzpRivyYmZmDEBUDpmoyGhMM86ZmhkTFR2jdD4tLY24uHeYmsrTKV++DGXKlKJHr05MGDeXrZv2ArB8+excuvPKa952yDtOXmTKR0ZGM3TYb9y/95C3b8Pl126ah/5icv05bfFP9GemFR0ZQ7kKZRg2ZiAnj5wnOjIGE1NjlXFMTI2JjlK2c3RUbvnW7ZvzLPgJL966MGrCYAb3GUdcbLySjFGG/ga/1sHmvj1hbyMAiIrKuq85MTUzJipSWX9+8l9DpcoVADh9+qLS8W9RHpTiZCsPqtJKTExSOh6lwq6ZmJgaE6XyPhRTKa+lpcnC5TO5fOEGH94nAlC2fGkAZs2fxLaNe1m1fDMAO3euwcgoawpXfr5lnGkHFf5YXMX6LJDbYcGCKRw6lGWHEiXMUFcvxJF9p3gbGq44HhMd+z/54vhpI0hLTePIvlMq08hk3rLpeAbYo66ujr6BPqMGTVVO00y1XU1MVfijivLTpn1zfF878jLMldHjhzCo91il8nB43ymWzF2FTCbjxpW7TJoxmoXLZ8j1f+fyWLac3A+mz53Ajs37GfH7ZNLefaDcyTVoli2BTL0QqdHxSumlRsejbqI8LSqTzwFveDt/KyHj/iR05kZQk1H+3EbUi6u24b8RmZr8xVmVX3/vspA9rd0HNuD6zIb37z8wZ9pSoqNi8qzrTEyNic7li9EqfLEFz1878SrMjTHjh/B7Dl8EKFrMSNGYV0rvB9XNw0cP5EWwI+rq6lSr8ROD+owlJUXesPsRz6cj+04xZcxcJo6cjUwmo2PXtory+CPy4PDACRPTYoybPBwNDXUMcqx5/jeRjlRg4b+AaEz9D9SuXZs2bdpQs2ZN+vXrx/79+4mLiyMyMpK3b9/Spk2bv51mkSJFqF27Nra2tnh7e6OpqcnYsWNxd3fnw4cP2NnZ0aJF7k0bMpEkSRESExMzjv3jS/wiOrraXLh4GD8/f1at3Pr9FP0NKlUuT+HCWvxS/WfOXjiA77OXADRqXJ8qVb7NAuj8+K1/D8IjfRRBQ0MDgOJmprRp24xjR89+9zyooqixEcfO7uHGlbucOX7hm6T52N6ZTi370bvTUOzuO7D74MY855ib163JqW+k92vo068rAaGu8vDWjRWr5gGwbWvuqSvfCn19vQIrD+rq6lge3oxMJlOa7tOwUV1A/vDfunt1tpExid69u3yXvOjr63Hp0mF8ff1ZuXKL4vjcufKpSQ+s/7cNA7JTo3Y1RowdxOzJqjeRyc6+HUcY2le+LiE9PZ0te1Z/s3wAPLJ3pmOLvvTqOARbawd2H1IuDwd2H8PNWT5CfvuGNSuXbGTYmIFoamp8E/35lUc1Nfnjfufm/dy8dg8fT1/eztsCEui1yX8DEFUku/vx7pI1n3wDSHLyIWTiKtJi32E0sNM3uZbvgUxLD/Vi5RUBZN9dZ15lITszJi1ixO+TKVehDEtXzv0meh/ZO9GhRR96dhyMrbUDew7lXTcXFBfOXuO3XqMAePsmnN0HN+a7jvjv8qXn04E9x3ni4KJYDnBk36lvWh6/lIeXz18xa9ISRk8cit8bJ1x8bb6ZXsGPRTSm/gcKFSrE3bt3uXnzJr/88gs7duzg559/JiIi4n9Kt2XLltja2ioaTkWLFqVatWrY29t/sTG1Y8cOqlSpQpUqVWjQQP6ALFqssJKMqakJkRFRqqITEx1Hampqrl4mU1MTIrLFyZTbvHkFH95/YED/cfJ4OeSyExkRjalpznSNFXmJyOj9z9mzY2JqrBgZiIyIxsRYueezUKFCGBkZKkbg3Fw8SUlJoVmjrrRo0p3YmFiFbOkyJZV055XXvO2Qd5xMbljdo/GvXRQhJkP/0GG/ERsbxw2re1nXHpmH/hi5/py2+Br9eaW1auMSXJ09mT9jBQDGpsVyjXxlEhUZrbTRBYCxSW755KRkggNDcHfxYu605aSmptJ/cC8lmbiYONLT00n8kMTtG9aK4yYmxrlGfDKJjIjONfqSn7wqbt20oXWzXnTt8DuvXgaSkCBfS1YsxwLkb1EeAPT0dLl85ahSeVCVVs6dJ01U2DWTqMhopQ1PIPM+KPeIyhtSmyhdpiQDe41WjEoB3L8j3yFq2oQFtG/eh9jYOADCwiIpU6ZUtmvK27eiM+2gwh/Dw3Pb4erVY7x/n0j//mOV7FC/vjmSJHHuxhFeRrhy8pJ8ncqwMQPRN9DL0wb5+WL9X+tQzKQoDp63eBnhyssIV0qXLcWiP2fx0P2GUry42Hg83bxJTU3l8L6TtGnfXDEtx9ikGFERynbNnodc/qii/CiVh6nLSEtNY0CO8hCbUR6NTYrh7uqNhoYGpcuW+u7lMdPHXz7PWrMkfU4lJSScQob6SKlpqBsXUUpP3bgIqVFxKvOUi9Q0Pj4NQLNcyS/LFhDS50RS494ogiTJp9yp8uvvXRayp/Xp02fu3rJl/owVDBs1gNJlS+ZZ10VFRmOcyxeNVfpCUGAIbi5ezJ66NMMXeyvJxMbEkZaWhkym3Kj83nVzJu8TPuDh5kNqaiqH9p6gUpUKdOgi74T+Uc8nkD+jUlNTiYyKVpTHH5WHKxduUP+X1jSs0RbzKsq7Mv6bkAow/BcQjan/EZlMRpMmTVixYgXu7u5oampy9+5dypcvz/379/9Rmpnrpu7fv69YG9WyZUtOnz7Nixcv8l0vNW7cONzc3HBzc+Px48ekp6fTtm3WFtz6+nrUr2+Oo6ObyvgpKSm4u/vQsmXWYl6ZTEbLVo1xyhancGEtPn78hJ6eHv36jebTp08q5bLj7ORO85aNlI61bN0EZycPAIKDQggPj6RFNhl9fT3q1quNs5O7Io0iRobUNq+ukGneohFqamq4ZvT4PnzgiIaGBpIEgQGv8fPzJzpa3qAJeR2qSLdeffM885plhyb52kEVHz4kEhAQrAi+vi8JD4+kd9+unD51idTU1Gz63fPU76HiPrRo2RgnJ9Vx8sLYuCipqakkJSYxe/ISJEmS+23zhope8py4OXvSpHlDpWPNWv6ap3wmahmbKyhfSyopKam8Dn6jeJmQyWQ0a/ErLs4eKtNxdfagWQtlX2nRqnGe8qpI/JBIdFQMG7as4P37RPp2H0FEeKSSTb9VedDX1+PqteN8/pyiKA95pZU57S4zrabNGyp8NyeuTh40bfGr0rHmrRrhms0OmQ2pCpXK0b/nKOLi3inJOz1x5ePHT+jq6hAU+JoXfq8ID4+kXLnSvH795m/YwZtWrZTLQ6tWTXByUrbD9esn+Pz5M337jsplhwEDxvH0qR/XL92mS4v+zJ8ub9jHxcRz48pdlbrdnb1y+WLTlr/i5ixfqH3p7HU6NetHlxb9FSE8LJJ9O48yrF/u3bFSUlLx8fSlwa/y9S2amhry8tAib/9WVR6atmz0deVBK3d58PZ8RpPmDaleU74RSkx07Hcvj96ez/j48ROVKpfPElAvhEZpU1JCwvno449uY/OsczIZuo3MSXLPf1OXbMrQ+rkcqZGxX5YtKCQJ0lOzQloKUnqqkl//qLKQPa2mGfc2c/SwYaO6ed5bV2dPmjZXrhOatWyUZx2iyKOaWq5Rn5SUVN6EvEVdPeuToz+iblbOQwpeHk9p3KwBMhloamn80OeTPA+peHv60rZDC9LS0oiOivnheYiOiiUpMTnfuIJ/L+Kjvf8Djo6O3L9/n/bt22NqaoqjoyNRUVFUq1aN5cuXM378eExNTenUqRPv37/HwcGBKVOmfDHd5s2b8/79e65fv87atWsBeWOqb9++lChRgp9+yvvbH1paWrm2dJ03bwqvXgURHBTCkqWzCAuL4Nq1O4rzVlYnuXrtNnstjwGwY/sB9u3fhLubNy4uHkyaPAodHR2OH5fv6JT54hgbG4eZmQnDhw/A0/MpI0YOVJI7fWYv8XHvSEtNo7C2Fndv27F992qmTB/DrRv36d2nC+YWNZgxJes7J5a7jzJrzsSM/L5h4ZLphIdFYnVd/qL14vkr7t2xY+uOVcyavhQNDXXWbVrKxfNWhIfLt0O2tXHAw92HHbvXsHDeKtTUZCQnJ5OSksJPP1dCS0uTxUtnEhMTS2DQa3T1dDA2Loqt3SWsre35Y8UmAHZuP8De/Ztwc/PC1cWTSZNHoqOjw4nj5xX5NTUzxszMhIoZ3yWpXr0q7z984E3IW6WX2ps37jNi5EACA1/zS/WfWbxkBmFhEVzPdh+uWp3g+tXb7Nt7XK5/x0Es923E3d0bFxdPJk4akbf+ivJvcf1SvSofsukvUcKMG7dO8+pVMJUrV2DoqAE89fbl96F90dHR5typywBs3r2K8LAI1v+5HYDDe0/y17VDjJk4FOu7D+jWqxM1zaszf4Z8+pi2jjaTZ47h3i1bIsOjMCpWhGGjBmBWwhSrK1nXBNCkeUO0tDT56edK/DawJ+6uXoydOAwdXW3F7nI7LNcSHhbJqhXy9Tz79hzn8o1jjJ88gnu3benZpwu1Laoze9pSRbpFjAwpVboExYubAlC5inxNVGRENFGR0ejp63L20kG0tbWZOHYOevp6nDx+gfkLphIQEExg4OtvWh50tAszauR0DAz0Fd+TiYqKUWyyULFiOa5cucWK5XOIiY6lY5c29O7XFR1dHcXuatv2rCYsLJK1f2wF4ODeE5y/foRxk4Zx784DevTuRC3zGsydvhyQN6T2Hd1CzdrVGDZgEoUKFVKMZsbHvSMlJYUP7xM5cfgss+dP4m1oOKEhb3nz5i116tTiw4dEqlf/mWXLZhEWFsnVq1l2uHHjFFev3sbS8igA27cfYP/+Tbi6euHi4snkjPJw7FiWHa5fP462tjYjRkxTaYfAwNesW7eTA/s388DmEWlpcttoaGpw7IB8Pcmm3SsJD4tkQzZfPHPtIKMVvtiRmubVWTjjT8V1xudoQKampBAVEU2AfzAgn2Jay6I6zk/cSYhP4IH1IybPGkNUZAzv4hNYvWkJOjranM0oD1t2ryI8LJJ1f24D4NDeE5y9dpgxk4Zifech3Xt3pJZ5dcUor7aONlNmjuFuRnkoWsyIoaOVy0Od+rWxqFuTRw+duHTWiiUrZ9N3QHfu3bZj3pJp3708fnifyMkj55gxf6LcD96EUWKmfNplwg170t8nUnLDTJK9X5Ls+YJiI3qgplOY+PPyurfkxpmkhscQuVHuD8aTB5Ls4cfn4DAKGehSbEwfNEqZEnf2tuI+qBnqoVHSFA0z+bQmrYryHv/UqDjSor9yxEsFSUnJvH7zVvE79G0Efi9eYWigT4mM+uBrSU9+x7x5U/D3DyQoKOSHlYUOHVphamrMhQtWrFgxl5SUVNp3bkVkRBSaWpr8leELW3evJjwskrV/bgUy6oRrhxk7aRj3FXVCdeZl7KSnraPN1JljuXvLhogMXxw2eiDFS5hy/UrWvSlZqjhFjAzx8nhK2XKlmTFnAn6+L2nfsdV3r5vLlS9Nj96dsbV2ICY6lju3bJmzYAofk5MJevWaVRsXf/fyUKdeLczr1uKxvRMfPiTi6ebNsNEDcXH0wNTMmPlLp/+QZ+Sw0QNwdfIkMTGJZi2VG8mC/w6iMfU/YGBgwIMHD9i6dSsJCQmUK1eOTZs20amTfM74x48f2bJlC7Nnz8bY2Ji+fft+VbpGRkbUrFmTiIgIqlaV76TUvHlz0tPT853ilxeWlkfYuXMNhoYGPH7kTM8ew5R6ySpULEexYlnziC9cuI6xSVEWL5mBmZkJXl6+9Ow5TLHg1ty8htKOchs3LVf83/+3sQq55s0bUaSIgeLc7n3yb2yMGDmAhYunE/AqiMEDJ+Lr+1Ihs33LPnR1tNmyfSWGhgY8eexCv94j+fTps0Jm7OhZrN+4jEvXjiKlS1y7epv5c7K2J5Ykid9/G8e6jUu5fuskSUnJ3LljS0x0LDt2rlbYoVSpEtg9uAJAnTryncEqV6moaExduGCFsUkxFi+ZiZmZMV5evvTqOVxp4fHo0YNYuGi64vede/L1UOPGzubkiaz1Qbq6Orx585b5C6bK9T92oU/PEUrXVaFCWaX7cPGCFcbGRVm4eAZmZsZ4e/nSp+dwpWkEo0YNYsGiaYrft+/+BcD4cXM4deICrdo0VeqJXrF2vuL/Hu0HER0l70UumbHbWyauzp5MHTuf2YumMGfxVIICXjN2yDRe+PkDkJ6WRuUq5ek7YBNGRY2Ij4vH0/0p/boOz7WbWv9BvXBxdOfqxZvMXTgFUzMTnnr7MrD3GMXmCqVKlyQ9PWtA38XJnQmjZzN/8XQWLp1B4Ksghv8+Gb9svtKhU2u271mj+L3vsHw9woY1O9m4die1aldX7Hrn5KE86rFz11r09fW+eXnwear80cVqVZsqRn927V5H84weZdPiJhw8IX8ojxw0RbGQuWTpEjns4MHkMXOZu2gq85ZMJzAgmFGDp/DcV34fipcwpUPn1gDcfai8sUbfrsN57OAMwJ9LN5Kamsp2yzUULlwYJ2d3Dhw4ybp1SyhSxIBHj1zo3n2okh0qViyrNCXy/PnrGBsXY+nSmRl2eEaPHkNz2EE+2vPs2UOlvPz8cxOFHc6fv07FkqWZOX8iphkL9icMn5WnL7o5ezJ97AJmLZrM7MVTCAp4zbgh0xW++DUkJyXToWsbps+bgI6ONpER0bg4ulOmXGmu3jvNMx8/hvQbn+d9cHXKKA8LJzN38TSCAoIZM3gaL3yzykOlKhXoO6A7RsWMiI+Vl4e+XYbxwk9eHj5/+ky33h2ZPm8CWpqaxMXGo6WlRas2TXnq85yhv0347uVx9bLNpKWmsWXPagprayHzfEnw4IWkJ3wgweohhYoaYjJ9MOrGRnzyDeD1iKWkxcQDoFHCBLLZpJChHiVWT0Xd2Ij0hA8k+/gT1G82n/2zdonUb/srpdZnLegvvV1e/0RtO0nU9vw3C8kPH7+XjJwyT/F7/Q75dNEendqyavGsv5VWevI79uy7xs6da35oWUhO/sjIkQOpWrUyajIZI8YOQk0m46mPH4vmrFT4YqnSJZR9wcmDyWPnMXfhFOYtnkZgQDCjB09V1AlyX6hAvwxfjIuNx9Pdhz7ZfBFg9oLJ/PZ7T8Xv+Yvlz5EXz19997r548fPNGxUl7EThmJYxICoyBh8PJ9hVsKUU5cP8OwHlIfPn1MyyuN4tDQ1CXkdyr1btvxSsyo3bM/9kDwA1K5TkxnzJqKjq8OrjLVb/0b+K997KijEd6b+D6CrU75A9WsV+naLOf8pn9NSvyz0nVHLMS/9R2NUWPWalB/Jx9TPXxb6znxI+Vig+oto6RaofoDYjx8KVH9xnSIFqh8gTSr414Oca1V+NNm/M1VQ/K/fmfoWGJRpVaD6i2kX/C5uKQX8jCys/u02nvgv82/9ztS08gMKTPe2oDMFpvtrESNTAoFAIBAIBAKBQCXSf2YriIJBbEDxgzl58iR6enoqQ/Xq1b+cgEAgEAgEAoFAIPhXIEamfjDdu3enYcOGKs9lfo9IIBAIBAKBQCD4N1Dwk6L/3YjG1A9GX18fff2Cnx8tEAgEAoFAIBAI/jfEND+BQCAQCAQCgUAg+AeIkSmBQCAQCAQCgUCgknSxAUW+iJEpgUAgEAgEAoFAIPgHiJEpgUAgEAgEAoFAoBIxLpU/YmRKIBAIBAKBQCAQCP4BojElEAgEAoFAIBAIBP8AMc1PIBAIBAKBQCAQqERsQJE/ojH1f4CSusUKVH/C58QC1Q/w/lNSQWcBHc3CBao/9H1MgeoH0NfULugsoK2uWaD6U9PTClQ/gEEB34eYj+8LVD+AlnrBfyRdDVmB6m8Q9qxA9QOklWlV0FkgIcSmQPVrl2xWoPoBjHUMClR/RGJ8geoHMCqsV9BZEPxHEY0pgUAgEAgEAoFAoJL0gs7AvxyxZkogEAgEAoFAIBAI/gFiZEogEAgEAoFAIBCoRBJrpvJFjEwJBAKBQCAQCAQCwT9ANKYEAoFAIBAIBAKB4B8gpvkJBAKBQCAQCAQClYgNKPJHjEwJBAKBQCAQCAQCwT9AjEwJBAKBQCAQCAQClYgNKPJHjEwJBAKBQCAQCAQCwT/g/2Rjavjw4fTs2VPxu2XLlkyfPv2bpR8UFIRMJsPDw+ObpSkQCAQCgUAgEAj+XfznG1PfuiH0d8nZMAMoU6YMYWFh1KhRo2AylQMb12v4hDzi/K2j1LKonq9sx+5tufXoAj4hj7hu9xct2jZROr9ux3JeRrkqhYN/7VCSsTy+GTt3K3xCHuHgc5ub98/i9tSG4AhPbt7/C4s6NfPNQ7eeHbB3vkFwhCe2j67Spl1zpfOdu7Xjr0sH8Q18QsQ7P6rXrJpveqfO7yPlcyinTu7hdbAbCe/8uXXzDJUrV8g3HsCE8cN4+eIJ7xNe4WB/jfr1zJXO7961Dj9fBxLe+fM21IsLFw7x88+VAFi2bDavg9348D6QqEhfQsO9ePHqCSv+mEuhQoVU6hs9djBeT+2IiH7GfZsL1KlbS+m8lpYmGzcvJzDYhdBwL46f3IWJabFc6fw+qA8OT6yIiH6Gf6ATGzcvB2D5stmEBLuR+D6QmChf4mNfEBbqxdm/9lGuXOk8beD/4gkfEl7xSIUNsnP96nFSP4fSvXsHhb7oSF9SP4eS+jmUuA/+SsHYpKhKG3g+tSUs+il3bc6rtMGGzct5FexMSLgnR0/uVLJBjRpVOXB4Cz5+D4mI9SUyzpfIOL9cafX9rRu2Dld5He7J0xf2bNu1moGD+/DY5RZvIr158Pgabdu3yJW/+Yum8vSFPSERXly4coSKlcrlkmnXoSW3rc8REuGFf7Azx07tVpxbuHQGAW/dCI/3JSzuGc5e9xgzfkieNv0W5WHD1hU4etwhKNyDV6GuBIW58zrS64eVx4vXjxHxzk8REhIDsHt4hRevnhAR/Ywr149TqVL5fPMBMGbsELyfPSAyxhdr24vUzeEbw0cMwOrmKd6EeZKQGIChoX6ueL7PHXj0xIrgMA/8g51V6unesyOPnG8SEuGF3aOrtM1xzQDzFk7F5/lDXod7cv7KYSpWVOEH7Vtw6/5ZXod78jLYiaMndynO7dq7Tskm2YOxce5y8S3uw5Dhv3Hx+jH8Q1yIeOeHoaE+i5fMwD/AkagYX6595X0YO24IT30fEh3rh43dJerWq610fsTIgdy8dZq34V58SApU3IdMmjVryIekQD4kBZKcHKwUHj688lV5GDduKH5+9sTFPefBg8vUy5YHIyNDNm9egaenNbGxz3nx4hGbNi3HwCArH0WLFuHKlaMEBDihXqwC6kZlUdMtBjLZF3UDuHh4M2nuMlp1H0SNJp24/+DRV8XLi8y6+f07f27/jefTP62bAYoWNcLq2gmiI+V1UVjcM7xfPKRxswb56u3WowMPnawICvfAxuGKSl88c/EAzwIeEx7vm8sXy5QtSXi8r1L4+PE1Hz++pnfvLkqyS5fOJDDQhbi4F9y4ceqrfeP5cwfi41/w4MEVJd8A2LlzDc+ePSQu7gUhIe6cO3eAn36qxPDRA3HyuktguDtW985g/oW6sWuPDjx0uk5guDvWDpdpnc0O6urqLFo+E2uHy7wKdcHd15btlmswK26ikCldtiSbdvyJo+cdAsLceOx+64vXVlCkF2D4L/Cfb0z9GylUqBDFixdHXf3fsSRt58Z99GwzCN+nLzh0didFjY1UylnUr8WWvas4f/IyPVr/zr2btuw+uokqVSspydndd6BR9faKMGPsQqXzT+xdmDZ6Hu0b9ebk4XOY16nB50+fade8N099nnPm0gGVLwsA9RpYYHlwE6eOn6dts17ctLrHkVM7qVqtikJGR0cbx8eurFy28YvXPm7iMCRJPte3c+e2TJo8nyZNu5GYlITV9ZNoaWnlGbdfv+5s2LCMlSs306BhR7y8nmFldRITk6wXdzc3L0aPmUnNWi3p0uV3ZDIZN6xOM2fOJCZPGsmGjbuQySA8PIL4+HeMHT2LTl3asOKPubn09e7ThdVrFrJuzXaaN+2Oj48fly4fwTibvjXrFtOxUxuGDZ1Cl46/U7y4KSdO7lFKZ9LkkSxZNpMtmyz5tX5HenQdwv17D5kzeyKTJ41kxR8bAYnIyGji4uLp2WsYxsWKcu7sAZU22LhhGX+u3Ez9hh3x9HrGjRw2yGTa1DEKWwMKfePGz6Ftu37cvmNDyOtQalZtzr27D7B/6Eh0VKxSGr36dGblmoWsW7ODlk174OPjx4XLh5UaXavXLaJjp9YMHzqFrh1/p3hxM46fzGqs1LaoQVRUDMePnQMkTh2/QGpqKmmpafK0jIvSoGEddu1dz8nj52jasAsjh06jSdMGbNu5ipPHztGqaU9uWN3j2KldSr43ZfoYxowbyuzpy+jQuh9JSUmcvXgILS1NhUzX7u3ZvW89p09coGWT7nRuP4AL564B0LN3ZyZNHYWLoztTxs/nysWbGBsXZeGymYwcMyiXTb9VefDyeMq0iQv5Y8kGNDU18fcPIi42nmc/sDweP3KWGlWaUqNKU9av20nFSuWYPnUxrVv2JikxiYtXjijZMSe9+3Rh9dqFrF2znWZNuuHt7cvFK0eVyoeOjjb37j1g08Y9ecaLioqhUqXy/HXqkko99RtYsPfgJk4eP0/rZj25aXWfoyr9YAizZyynY5vfSEpM5q9LB3P5wa596zl98iItm/SgS/uBXDx/HYCevTvRo1dnFs9fTfdOgzl35irv3r3nod0THB46ER2tXC6+1X3Q1i6Mzf2HbNu8F4CJk0YwfsJwpk1dTMsWvUhMSuby1aP53oc+fbqwZu0i1qzeRtPGXfHx9uXylaNKdYK2dmHu3rVj44bdKtN48sSNihXqU7FCfdau3UFCwnvu3XvAmzdhhIVFcu3a8Xzr5r59u7Ju3WJWrdpGo0Zd8fLy5erV44o8lChhRokSZixYsIq6ddsxZsxs2rVrgaXlekUa6enpXL9+l759R5EaF0Lah0jUNLQppGuSl1olkpM/8nPliiyaNfGr5PMjs66cOHk+jTOeTze+4vn0T+vmTNLT03kTGoaOjjZ/LN3AjMmL0dTU5MyF/fnUCebsObiR08cv0K55b27euM/hkzty+aLTEzdWLtukMo3QN+HU/KmZUvjjj028f/+B27dtFHKzZk1g4sQRTJmygGbNupOYmMT16ye+4BvdWL9+CatWbeXXX7vg7e3LtWsnlOzi7u7N2LGzMDdvTbduQ5DJZFhbX2D5qnlsWrebDi368szHj9MX91EsXzts4NTxi7Rv3odbGXb4uVplALR1ClOz9i9s2WBJ+xZ9GTVkKpUqV+Do6awOlSpVKqKmpsbc6ctp+Wt3li1cl+d1Cf7lSP9hhg0bJgFKwd/fXxo5cqRUvnx5qXDhwtJPP/0kbd26NVe8Hj16KH63aNFCmjZtmuL39evXJQMDA+nEiRP56l+2bFku/TY2NlJgYKAESO7u7pIkSZKNjY0ESLdu3ZLMzc2lwoULS61atZIiIiKkGzduSFWrVpX09fWlgQMHSomJiYr009LSpNWrVyuupVatWtK5c+f+tp0qG9eRKhvXkaqY1JXC3kZI6//YrjiWPVy/dFuyvv1A6Zi7s5d06vA5xe8Lp69Kd6xsVMZXFTxcvKU7t2yktLQ0qWTR6pKZYVXpbWi49OeyjZKpwc+5wuULVtKdmzZKx1yc3KUjB0/nkq1bo7UkSZLUqkkPlWm1atJDCn0TJlWv3ESSJEk6cvSMpK5RUlLXKCkVLfazlJycLP0+aLziWM7g6Ogq7dp1SPFbQ7OU9ObNW2nBwlV5xrGo00aSJEmKiIiS5sxdIa1Zu11ydnbP0PdRGjFsqvRb39FSUlKyVNKspmSgW1ERnJ3cpb2WRxW/DfUqSaGhYdKyJeskA92KUukStaRPnz5JQwZNVMjUtWgrSZIktW7ZWzLQrSiVLWUuJSYmSd26DFZK20C3ovT2bbg0Z+4KqV//MdLnz5+losZVpeTkZGngoPFSj57DpLS0NElLu6xUSKOkIjg6uko7dx1S/FbPZoPscnXqtZNCQt5KJUvXliRJknr1GaHQlyljlGGDqZMXSp8+fZLGjZolFdGtpBScndylfZbHFL+N9CpLoaFh0vIl66UiupWksiVqS58+fZKGDpqkkKlv0U6SJElq27JPnmnt33tcsrN9JIWGhkkrlm6Qli5cIwUEBEvF9Ksogoe7j5ScnKx0zNnJXTp84JTid3hYhLR04RrF7/KlLKTk5I/S6OHTpWL6VSTTIlWl0Ddh0tSJC5TSyQwuzh7Sgb0nFD6aWR6cHd2kh3aPv2t5MDX4WXLN0N+yUTdJkiSpgXm7H1Ie7R84Snt3HVH8DguLkBYuWCXp61SQ9HUqSKWK15KSkz9Kw4dOURzLGZyd3KW9e44qfhvoVpRCQ8OkpUvW5ZLt1GGAJEmSVLpErTzjXbl4Q4qPeycZG/ykFC5dsJJu37RWOubs5C4dPnha8Ts8LEJaumit4neF0nXkfjBiumRs8JNkZlRNCn0TJk2btDBX+sYGP2X4wXElPwgPi5RSUlKkiWPmfHc/6Nl5iCRJkhQeHiktmL9K0tUuL+lql5dKmNWUkpM/SsOGTFYcyxmcnNwlyz1HFb/1dCpIoaFh0pLFa3PJdmzfX5IkSSpZvGae6b19GyEtXLhaioiIkpYv3yiZmlaXkpOTpSFDJkmFC5dVGZyc3KQ9e44ofmtrl5NCQ8OkxYvX5Bnn99/HSx8/fpR0dSvkOvc56pX0OeqVlPo+SkpPTVH8/trw008/STcvHP/b8TKD6rpSXjdnr2e/Vd2sKh0zw6qSmWFVadG8lVJqaqr057KNimPZw+ULN6Q7N22Ujrk4eUhHDp7OJVuvptwXWzftqTKt7MHd3Vs6fPi0pKVVRhHevo2Q5s37U/HbxOQXKTk5WRo8eKKSXPbg6Ogm7d59WPG7cOGy0ps3YdKiRWvyjFO3rvwZcvb0Fam4YTWpuGE1qUSRX6S3oeHSymWbFMeyh0w7ZD/m4uQhHT14RqV8ccNqUoeW/SRJkqS61VvnKfNvZXDZXgUW/gk7d+6UypUrJ2lpaUkNGjSQHB0d85Tdt2+f1LRpU6lIkSJSkSJFpDZt2uQrr4r/9MjUtm3baNSoEWPGjCEsLIywsDBKly5N6dKlOXfuHM+ePWPp0qUsXLiQs2fPflWap06dYuDAgZw8eZJBg3L3FGdn9uzZ/Pbbb3Ts2FGhv3HjxnnKL1++nJ07d/Lo0SNCQkL47bff2Lp1K6dOncLKyoo7d+6wY0fWlLk1a9Zw7NgxLC0tefr0KTNmzGDw4MHY2dl9nYFyIEkSjx44YVFP9dC1Rb1aPHrgqHTsoc1jzOspT6Vp2KQuT57d5fbjC6xYv4AiRoYq09PQUKd67WoYGOjj7OhOamoqkiTxwPYx9eqbq4xTt745D2yVp0vY3HfIUz4vtLULs+fARhbM/gMdncIAeHk9U5xPSHiPk5M7vzasm0feNahTpxb3rR8qjkmShLW1Pb/+qjqOjo42w4b25/XrUExNjbG2tkdLU5OPHz+RkPAeFxcP6jew4GPyR7S1C2NukTUNVENDA3OLGtjaZF27JEnY2jyifgMLAMwtaqKpqYmtjYNC5uWLAF6/DqVBhkyr1k1RU1OjRAkznFxv8+y5PUeObadhw7qUKGHGfWt73Ny8SE9Pp3evzjg5e9CiWSMGDerD/fsPSU1N/aIN7uewgbZ2YY4f28mUaQuJiIgCwMzURKEvu81dXTzpP6AnyUkfuXL5Zi6by22QdX2SJGGXzQa1LWqotEHI61CFjKq0DAz0iYt7l5GWOc5OHpQqVVwxjc/EpBhVq1bG29NXKU829+2pl5FuufJlMCtuip3tY8X59wkfcHPxpF4DcwBqmVenZKnipKenY/3wMk9f2HPmwgGqVquChoYGtc2r89BW+R4/sH1MyVLFiYt7R06+VXnItEkt8+o4PnZhwKDeBAeFEBoS9kPKI0Dv37rxLOAxj1xuUry4KY8fuSjOJSS8x8XZgwYNLVTGzbyfNjl8w9bGQeH7quOp5xmvvIppeQD16pvzINs9hgw/yLjmcuVLY1bcVMkumX5Qv748L7Vq/5LNDy7h8/whZ87vV/IDuxx+EPY2HEmSuH7ldq48fcv7kB0zMxNsbJTLqPw+1FEpr6GhgYVFDaU4kiRhY+2QZ5z8KF++DCVKmJKWlkaxYkYcP36WhIT3ODt70DDfPNTE2lo5D9bW9jRokHceDAwMSEj4QFpammoBtULItHSRUpL/9nX8T6ipq6wr/8nz6Wvq5vzSMStuQueu7Qh5/VZRp+Wkbv3aPLBTLh+21vZ5yn8NtWr/grl5DY4c+UtxrEKFspQoYap0n7N8Iz+75PYNGxv7PP1JR0eb4cMHIEkSt29YK8V7aPeYunlcV7365jzMZQcH6jaorVIe5M+h9PR03r1LyFNG8L/z119/MXPmTJYtW4abmxu1a9emQ4cOREZGqpS3tbVl4MCB2NjY8PjxY8qUKUP79u0JDQ39ap3/6caUoaEhmpqa6OjoULx4cYoXL46WlhYrVqygXr16VKhQgUGDBjFixIivakzt2rWLiRMncu3aNbp27fpFeT09PbS1tdHS0lLo19TMe3rEypUradKkCRYWFowaNQo7Ozv27NmDhYUFzZo1o2/fvtjYyIe4P336xOrVqzl06BAdOnSgYsWKDB8+nMGDB7N37948dXz69ImEhATev38PQGJiIpKUNes0JjIGE1NjlXGNTYsRHak8vSQ6KlZpPcqD+4+YM2kpQ/tMYMMfO2jQuA4HzmxHTU3ZleYsmYKrvy3q6oUwMNRn2MBJinNRUdGYmqnOg6mZMVGRMUrH8pPPiz/WLMDFyZ1bN6wxMZVP24iPV67AIiKjMStuqjK+sXFR1NXViYyIzhEniuJmytNAxo8bRlzsC97F+9OhYyvmzlshl42I4s5dWxo1qkf//j2IioyhXLnSzF0wBUBJd7FiRnJ9kcr6oiKjMcvQZ2pqzKdPn3j37n2eMuXLl0FNTcasORNYMHclQwdPxsioCAcOb1bkKSgohE6df2fln/Np2qQB48YNpXSpEgz4ffxX2SAyhw02bVzB48cuXLt2R3GsiJGBQp9y3Ghq1KzK+XPX+Pjxk9K5TBvkuv+RWfffzNSET58+k5DDBpGR0Zhl85HsaTVoaEGvPp05euhMRlomODm6MX70bA4c3kJYzFN8Xz1GQ1ODg/tP5ko3U7dpRrmJisxpj2jMTLPsDzB3wRQ2b9jN77+N4138O67cOEGFimVVXl+hQoUoXsKM40dy11HfqjwAjJ8yHHV1dfYd3kLrds3p13MkKSkpP6Q8Xjp/nUlj59Kn6zAuZUx1mzd/ipJMZGQ0pqaqp1hl3U8VtjfLe1pW0aJ5xzMw0FMZx9TMOHc5jIrJ5gdyfbntkiVTroLcD+bMn8zmDXv4vf944uPfcdnqeJ5+ULZcaeLj3uUqF5l5+lZ+kJOc15qfTYsZG+VRJ+R/H/IiM06HDq24e/cBoaHhX0zP2Fh1XRkZGU3x4nn7z4IFUzh06HSuc0ePbke9WHk0ipaD9HTSPkSrSOH7IVOTr5/NWVdGREZT/G8+n76mblaVzoTxwwh464an3wPev//ALat7ivouJ3JfzPmcislT/mv4fUhffH1f8uSJq+JY5v3PeZ8jIvLzjaIqfUNVnLFjhxAd7Uts7HM6dmyFTCYjPCziq6/LRFWZjIzOU15LS5PFK2Zy+fwNPrxPVClTvkJZlcf/DeSahvUDw99l8+bNjBkzhhEjRvDLL79gaWmJjo4Ohw4dUil/8uRJJk6ciLm5OVWrVuXAgQOkp6dz//79r9b5n25M5cWuXbuoW7cuJiYm6OnpsW/fPl6/fp1vnPPnzzNjxgzu3r1Lixa5F51/C2rVyhrhMTMzQ0dHh4oVKyody2w5+/v7k5SURLt27dDT01OEY8eO8erVqzx1rFmzBkNDQ37++WcA2rZtS2xS+De7BqvLd7C+/YAXvv7cu2nL2EHTqV2nBg2bKPcUHdh1nBH95A2o9LR0duxd+83y8CWWr5zL4GH96NmnCwGhrmhofN+1a59TPiNTk5GcnEzlSuX5Y8U8xbl79x4wf/5Kdu1cS4+eHWnfoSV3b9sCIKV/+6WVampqaGpqYnXtLsdO7uLKtWPUb2BBqVIlFDJmZiZYWm7g+Ilz3Ld+iI2NA58/f+bsmX1/W1/Xru1o1bIJj5+4Eh/7gvjYFwB5brBRtGgRDAz0OX7060aK/1fKVyjNyb/2sm7NDmyy9Vb+9HMlVq9bxMZ1u2jTvDf9eo0EZAwe2vd/0qemJl+8vmWjJdev3sHT4ylTJsxHkiQ6dGyVS75qtSp07taW8LBI7Kwdcp3/lty4dheAuTOWE+AfxP4jW/NdG/Ot6NOvKytWzePQsW1Y3T2N/UMnADp0bEWFf/HLw/+Cmkz+aN2ySe4HXh5PmTpxAZIk0V6FH9Srb07RYka51kp9S/r060pAqCsBoa6cOv/3y/q34Lf+PQiP9FEEDQ0NAJo3/5WjR//6Qux/hr6+HpcuHcbX15+VK7fkOj937p+kxoeSmhCOrJAGarqq18h8K2RaeqgXK68I8HUbXvxdMuvmmbOWfVF2x46DtG/Rh6EDJ1K+fFmaNP/1u+RJFYULa9GrXxc8PHyIjvZVhO/93D5z5jING3aibdu+BAaGAKCpqfFddKmrq7P3yGZkMhnzZq1QKVO8hCmnLhRMufy3kzlIkD18+pS70wng8+fPuLq60rZtW8UxNTU12rZty+PHj1XGyUlSUhIpKSkULfr1dcH/d42pM2fOMHv2bEaNGsWdO3fw8PBgxIgRfP78Od94FhYWmJiYcOjQIZULNb8FmQ8OAJlMpvQ781h6xgv2hw8fALCyssLDw0MRnj17xvnz5/PUsWDBAt69e4efn5982P/+fYrqFFecL2ZaLFevUibRkTEYmyo7j7FJ0Vy9L9kJCQ4lNjpO0RObSVxsPF7uT0lNTeXA3uO069BSMSXFxMQ4V49aJpER0bl2p8tPXhWFC8sXp2ppaaJVWIvzVw8DsG/vRu7dPaeQMzM1JiJc9bBvdHQsqampuXp+zUxNCM/Rg3j27FXq1m2HRZ22mFu0oXTpknLZjJ6wrdv2YWxSDRcXTw4fPI2V1T0AggKzGvgxMXFyfTl6tUxMjRU9lpGR0WhpaeXaGSu7THjG9Zw4cYFmjbvRrHE3mjbqqhiVMzMzYeKE4bx7l8D8BavQ0tTE28eXocOn0qZNMxpmmyaTlw1Ms9mgVcumVKpUDsvd6yhcWEth+xXL5ijZIJOqVasQHRWDp8fTXDbPtEGu+2+adf8jIqPQ0tLEIIcNTE2NicjmI/K00li/aQVHD59h0/rd2dKKYvqs8Tg+cWPn9oM8e/ocm/v2REfH0LT5r0p5Ns2mO7O3M+fIrqmpMRGRcntEhMv/PvfzV5z//DmF4KAQDIsYKl3fTz9X4vzVwwQFvsZLhT3g25SHTF4HhZKamkpkRBSjhk6jSpUKdO7a7ruXx1s3bWjdrJcixMbEKc5l3wnR1NSYyMjcU5Egu2+osL2K6UuZxMbmHS8h4YPKOJERuXuXTUyKZfMDub7cdsmSyczTC7+sjq9MPyhSxCCXnw8a1pe42HiCM17qVOXpW96HmVMWK47nvNb8bBoTHZdHnZD/fcjkhtU9Gv/aRRFiYuSNx3fvErh+/e5XpRcdrbquNDU1JjxcOY6eni5Xrx7j/ftE+vcfqzSNOZOIiChIS0H6nETahygKaRuCTHVn0LdA+pxIatwbRZAk+bTDnHWlmamxoj7Pyd+pm2OifPmYFMzHpGAAzv21n/sZz8HMdNQ11PF/GcidmzbMmbGMmrWq5ZoBkYncF3M+p4rlGg36Wrr26IC2dmGWL99AgwYdFSE6Oi7jmnI8g83y841Ylb6hKk5CwntevQrC3t6J/v3Hyjs6Oil3dOR3XVGqyqRp7lFtdXV19h3ZTOkyJenfc5TKUSmz4iacv3YEFyd3lbr+r5M5SJA9rFmzRqVsdHQ0aWlpmJmZKR03MzMjPPzrBhbmzZtHyZIllRpkX+I/35jS1NRUmgPt4OBA48aNmThxIhYWFlSuXDnfkZxMKlWqhI2NDVeuXGHKlClflM9L/7fil19+QUtLi9evX1O5cmWlUKZMmTzjaWlpYWBggIGBATKZDB0dHWQZvaQymYzGzerj7uKtMq67ixeNcmyJ2qRFQzxcvPLUV7yEKUWKGqp8qKekpPLU04+GjeSjVppamshkMpq1+BUXZw+V6bk6e9CsRSOlYy1aNc5TXhWb1u+hVeMetGnaSxEArl+/w+gxMwF5b2WDBhY8cXRVmUZKSgpubl60btVUcUwmk9GqVVOlqQgAHz4k8upVEK9eBRGY0UCKj0+gVba4+vp61Kr1C48fu9C3XzdCQt7ike0FOiUlBQ93H1q0zFpzJ5PJaNGyEc4ZFayHuzefP39WkqlcpQJly5bCKUMmM2+lShUnICCYgIBg4uLiKVLEgNjYOFq3aoqOtjZSerqSDTJ9OPt0zbxs0DqbDdZv2IlF3bbUrd9eEQBmzV5OZGS0UtzixU0xNTPm9q2s3Zpy2lyVDZq3bKywgae7j0oblClbSiEDUKlyeSQpneDA16xcsTlHWh5oaxdGSlfuNPF99kIhl0mLVo0VD7jgoBAiwiNpns0/9fR1qVOvNi5OHvJ75OHDx4+fqFwla1tjdXV1ypQtxevgN3h6PKVZi0b8XLUyF68f5a/TlylSxPC7lodMUlJS8MrQL5MBMhlahbW+e3lM/JBIUMBrRXju509MRoMq8+VXX1+PevXNcXJU/TKR6Rstc5WPxgrfVx0vNc94QQHBKuO4OHvQrIVyz3z2aw4OekNEeKSSXTL9wNk5w0/z8YPgDD/I9CMdXR269+yEmpraD7sP4WHyl/SIiChatsz6/EXWfXBTmUZKSgru7j5KcWQyGS1bNc4zTnY+fEhU1EsBAcH4+r4kNTUNHx8/RUNHX1+P+vXNccw3D960aqWch1atmuDklBVHX1+P69dP8PnzZ/r2HZVnT7YysswEv0L2HyJJkJ6aFdJSCAuLUKor/+nz6Wvr5lEZz0FV6WTOKnjqrbx+NBNXZ89c5aN5y8aKOvDv8vuQPty5aUNw8JscvvGCsLBIpfuc5Rv52SW3b7Rs2SRPfwJITU0lPV3ilxpVleI1bf4rrnlcl4uzB01z2aERrk6eit+ZDakKFcvRv8coletii5cw5cL1o3h5PGX6xEV55rGgSUcqsJA5SJA9LFiw4Ltc59q1azlz5gyXLl2icOHCXx3v37F39/9A+fLlcXR0JCgoCD09PapUqcKxY8e4ffs2FSpU4Pjx4zg7O1Ohwpe/2fDTTz9hY2NDy5YtUVdXZ+vWrV+l//bt2zx//pxixYphaKh6M4a/i76+PrNnz2bGjBmkp6fTtGlT3r17h4ODAwYGBgwbNuyr0+rVvytebj4MH/c72jraXDh9FYD1O1cQER7FppU7ATi67zQnr+xn5ITB2N61p0uv9tQw/4XFs1YBoKOrzZTZY7l9/T5RkTGULV+aucumERwYgr2NfPi0dp0a1LT4BVdHD97FJ/DQ5jETZ44iKjKa+Lh41m9Zjo6uNmdOXARgh+VawsMiWZXxwrtvz3Eu3zjG+MkjuHfblp59ulDbojqzpy1VXE8RI0NKlS6hmE+e+cISGRFNVGRWyEmbNs2pUaMqenq6LF8+h7dvI7iSbbH37Vt/ceXKTXbvOQLA1m37OXRwC65uXjg7uzN1yhh0dbUV01EqVChLv37duXfXjqjoGEqXKsmcuZNITv6IpeURFi6Yir9/AM2bNcLcvAYxMbFU+akSM2aOY/jQqVy+epRr1+6wf+9xAHbtPMSevRtwd/PG1dWTiZNGoKujw4kT8pHIhIQPHD92jlVrFhEX9473CR9Yv3EZjk/cFC9Vr/yDuH7tLmvXL2HalEW8f/+BZctn8+LFK06cvMDCBVPZsmUv9eqZ89jhOlFRsQQHhXBw/2aCgkL48495XLxkpbDBlm37OazCBkcybBAREaWyl/B1SChbtu5l4YKpvPQPICgohMOHtiFJEiuWbVDIXb5+DKtrdxU22L3zELszbODm6sWEScPR1dHmZDYbnDh2jlVrFmbY4D3rNy7DKZsNqv1ShStWJ3B28qBuvVqMHT8UL89nDB3xG7o62pw+cYHIiCi2717DWcODzJm5HDMz+YYZUrpE775duXPblt59u2BuUYOZU5co8mu5+ygz50wg4FUQwcFvWLB4OuFhkdzI6FX/8D6RI4dOM2/hVEJDw3jz+i2Tp40G4MrlmyQkvGfX3vX8NrAnDvaOmJqZoKuny91bthQrZsTyVfO+eXkoV740PXp3xtbagbOnr/DHmvk0+LUOnz+n0KRZg+9eHstVKEPvvl25f/cBcbHx/FL9J2RAakoqZcuWQpIkFi+ZQVhYBNezre24anWC61dvsy/DN3buOIjlvo24u3vj4iIvHzo6Opw4njVSb2pmjJmZieKbT79Ur8rVK7dYuHiGIt7cuZPR19cnKPgNrQsV4uRflkRFxbBo3ioSE5PYt+cYV24cZ8LkEdy9bUevPp0xt6jBrGzXvHfPsQw/COZ18BvmL5pGeHgkN6/fU/jB0UNnmLtgCqGhYYS8fsvkaaPk13X5Fu8T3rNjzzo83Z9SslRxCmtrkZiY9F3vA8h7zk3NjKlQUT698trVOyxYOJWI8EiePn3O4qUzCQuLUFpjc93qBNeu3WGv5TH5fdh+gL37N+Hm5oWriyeTJo/M+z5kfBOoevWqvP/wgTchb5VeKFu2bIy6eiHMzWvQpUtbgoJCWLZsFmFhkVy9mpWHGzdOcfXqbSwtjwKwffsB9u/fhKurFy4unkzOyMOxY/IRF3lD6jja2tqMGDENAwN9xTemoqJiSE9Pp0OHVpiaGuPq6glq6sgKaVBItxjpKR/ljZwvkJSUzOs3bxW/Q99G4PfiFYYG+pTIY61TXmzfcUCprlyh4vl059ZfXM72fPpf6uagIPkIaKeOrXFz92bM6MFEh0WRlJjMwqUzSE1NxXKX3NY7LNcS9jaC1X/Ip0jutzzGJatjjJ88nHu37ejZpzO1LaozZ3rWdMIiRQwpVSabL1bO7YsgXyP0a+N6DOo3TqVddu48yPz5U/H3DyIo6DXLls3O5Rs3b57mypVbSr5x4MAm3Ny8cXb2YMqUUejq6nDsmHxqeYUKZenbtxv37j0gOjqGUqVKMHv2RJKSkmjYqA79BvbAw9WbMROGyuvGk/JPKGy3XEP420iFHQ5YHuei1VHGTR7O/dt29OjTmdoWNRR2UFdXZ/+xrdSsVY2hAyaiVqiQYkQvPu4dKSkpiobUm5C3/LFkQ57bsP9fR0tLK9/t8LNjbGxMoUKFiIhQXv8WERFB8eLF84glZ+PGjaxdu5Z79+4pLcv5Kv7W3n//Qp4/fy79+uuvkra2tgRIfn5+0vDhwyVDQ0OpSJEi0oQJE6T58+dLtWvXVsT50tboz549k0xNTaWZM2d+UX9kZKTUrl07SU9P74tbo8fFxSniHT58WDI0NFRKa9myZUr5TE9Pl7Zu3Sr9/PPPkoaGhmRiYiJ1+H/snXVYVcvXx7+HblTa7g6QsAXs7roWJnZ361XAwg6wFWxRsTBIBZVuEBTpOoB0HGrePw5s2JxzMK7Cve9vPj7zPO6ZNbNm1sQ+s2fvxfDhxM3N7ScsREhCXBLhFfFIgE8wmTxsLuO2/KO7N7G7/YTlynzlgs0k6nM04RXxSETYZ7JwxiomrUvTPuSt83uSzs0gPF4xiY9NJLev25FenYYwMqMGTCPv33qRbxmZpKiwiMTFJJAPHt4kMSGZFBXxiK93ABlhPJXlMvm27UOW296Fc1eTz5FfSVERj4SHRpC/Ji9mpa9aulVoOw+bnxbpCpgQQu7dsyfJyamksLCQODq+JZ0692e5NY+OjiP7/j7Kilu9ejuJiYknRUVFxNPTl/TtO5pJa9Zch7x44UhSUriEx+ORuLhEcuuWHencZQCRkGxM9h84RpKTU0lpaRkpLi4hhYVFxMvTj0yaMJ8oybcmMTHxxNzsBMt9+Yb1e0hsbAIpKioi3l7+xNhwIitdrVFHcsH6BvmWkUny8vLJE/uXpG0rA5ZME83u5Ma1uyTzWxbJSP9Gnti/JJ3a9yPi1erE4xWT7JxckpeXT1JT04j9k5ekc9cBjA2qu85dVcMGffqOFumuV1yyMSGkyv1upb7CwkKSmZlNXjx7w3JfHhsTTyzMTrLiNq3fS+JiE0hREY94e/mTwYaTWOkajTqRi9Y2LBu0b9WLSbcwOyl0fBQV8chgw0mMm/KoL9EkKzOb5OcXkOSkFHLvzmOybvVO8jkyihQV8UhYaASZPnmRgHvzIwdPk5QULiksLCKuzh7EQGcoK12jYSdy5uQlkpqaRnKyc4mLkzvpqz+SSX/zylVo/WJjEv7IfOjWfgB588qVcFPTCI/HI5nfskheXj7h8YrrZD5qdzIkHu+8SEZGJiksLCJRX6LJ8WNW5JjlecaOzs7uRKf7IJZ785iYeGJ+4AQrbsO63ez5MXACK938wAmhdbl96yGTLy0tQ6jMuFGzGdflC6q1OSw0gsyYvEjAvfmRg2dIauU4cPEgBjrDWOmajTqTM6eqjQNnd9LPYBSTvmXDPhIXm0DKyspIRvq3OlkXD5ufFiqTlZXN7wend6RHN2OW6/KYmHhiduA4K259tX7w8vInhgMnsNLNDhwXqsd08QaW3N07j8n7997EzOwEs044Ob0jXbsaslyXx8TEkf37j7Hi1q7dRWJj4yvq4EcGDBjHpA0dOk2ofkIIad++L5GRaU6GDZtOPnzwIZmZWaS8vIyUl/JIaX4mKU6P/iF35u6vHpH27dsLhE1rlv+0a/Saa6Wj41vSsXN/1rr6u9dmccnGZPCQKeT9e2+Sn19AysrKSXl5OUlOSiWTx81jXJZ7vPMkd24+ZLkxXzR3TbWxGElmTjFlpa9eJnwsHrE4zZI7cdSKxMclEs0GnUS6LTczO84aG126DGSlV46N6nFr1uxkxoanpx/p338sk9aypR5xcHBi7tvx8Ynk9u2HpGtXQ7Jt434SH5dY8VslkIwcNJ1xWV5ph+puzBfNXVvDDkuYNL1ug0WOwYmj5xJN5U5k9bJtImX+bcxoPr7ews9iYGBAVq5cyVyXlZWRJk2aEAsLC5F5Dh06RJSUlMiHDx9+xTyEQ8gf+kCI8q+hnZpwN6J1RU6xcM81dcm3QuHvf9clclI/fmT8J8gvLqpX/QCgKCVb31WAuFj9vt0szvnPv139jyksrf0b1rpAWuLPfGz+M4j9IecDP0p+yY+8+vZnKSO/3xHPz5ITL/zV47pCtvGAetUPAKpySvWqP6uo/n8nNJQR7uGzLknOCvu+UD3wV4sJ9ab7duzjn5K/e/cuTExMYG1tDQMDA5w4cQL37t3Dp0+foKGhgblz56JJkybMd1eHDh3C7t27cevWLfTrV/WKaKXjtx/hP/+aH4VCoVAoFAqFQqFMnz4daWlp2L17N1JSUqCtrY2XL18yTini4uJY34efP3++4ttKtjffPXv2YO/evT+kk26mvkNtu1IHBwcMGFD/T5QoFAqFQqFQKJQ/Qf2fH/8cK1euxMqVK4Wmubq6sq5jYmL+sT66mfoOAQEBItOaNGlSdxWhUCgUCoVCoVAo/yroZuo7tG3btr6rQKFQKBQKhUKh1AvloO4VaoN+CU2hUCgUCoVCoVAovwDdTFEoFAqFQqFQKBTKL0Bf86NQKBQKhUKhUChCIfQ1v1qhJ1MUCoVCoVAoFAqF8gvQkykKhUKhUCgUCoUilP+aa/S6hp5MUSgUCoVCoVAoFMovQE+mKBQKhUKhUCgUilAIod9M1QbdTP0PkFOcX6/6s3kF9aofAKQlpOq7ChDn1O9BcGK/+v+bae29E+q7CuDU802hqJRXr/oBQEq8fpd+XllJveoHAAkx8fquAsTruR/kJaXrVT8ASNazDQBAtvGAetVfmPSuXvUDQNM2o+pVv4KUTL3qBwAxDqe+q0D5j0Jf86NQKBQKhUKhUCiUX6D+HwlRKBQKhUKhUCiUfyXl1DV6rdCTKQqFQqFQKBQKhUL5BejJFIVCoVAoFAqFQhEKdY1eO/RkikKhUCgUCoVCoVB+AbqZolAoFAqFQqFQKJRfgL7mR6FQKBQKhUKhUIRCqAOKWqEnUxQKhUKhUCgUCoXyC/zPb6ZcXV3B4XCQlZVV31WhUCgUCoVCoVD+VZSD1Fv4L/A/t5kyMjLC2rVr67sadYp3kBNiUwPh4HQXOj271So7dsJwuHu/QGxqIFzfP8HgoQNZ6aPGDsXdR5cRHv0Rqdmf0KVbR1Z6g4bKMD+8Ex4+DohJCYBviDMsLfdBSUlRQNfu3esRHe2DzMxIvHhxC23atPxuW5YsmYuICA9kZUXi7Vt76On1YKWfOWOBsLB3yMyMRHy8P+7fv4T27dsAAHbuWocvXz2RlhGOp89sfkif6ZI5CA1/h/Rvn+Di9gi6NfTNX/AXHF7eRlJKEPIKoqGsrCgyn5SUFNw8nuBb7md07daJVc74CSPw0fclktJC4P7xGYYMMxSoy7YdaxD22QOJ3GA8fHINrdu0YKWv37gMLx3vIiE1CNHxvkLbI9GhIxpYHoPa02dQc3gF9Zevof7aEY3OnYdEx45C8wCAzPAR0HBxYwX1V69ZMhwZWSiuXgPVe/eh/vI1VK5eRwOLg1B98BDqL1+jwVFLtP4Bmy8ynY2gUDekpofBycUOPXW7s9KlpaVw9NheRMf6IDElCDY3z0JNXYUlY2jUF68d7yM1PQzfsiORkRUBZ9eHAmUBQKvWzRGb5I/oeN8664edu9YhMTkQOXlRyM6NQly8L44d/7tWu/zqWKzU9+WrJ3LyviKvIBrfcj8zYc16U6H6Fi6ehYAQFySlheCN8wOh/XDYcg++xHohLjkA123PQE2N3Q8Wh3fB+e0jJKeHws3jCStt9+4NSIgPQEF+DHKyo5CT/QWfwt2xd+8mSEgIfwN96RITRES8R3bWZ7x7+wR6etqs9LNnLBAe5o7cnK8oyI9BQX4MfLxfseSOWe7Dh/fPWXX6Hf3eoKEyrC9ZIjaRP5ZOnTWHvLwck962XSvYP7fBp6gPSEoLwedoL0TEeiEmJQAvHO9Ap2c3TJ85ASlZ4awQkxIAABg7fjjeeT1HTEoAXDzsha7Ndx5eQtjXD0jJChdYmyvR1dfGgydX8TXRF7EpgYhNDay3+8OnmI8Ij/2IqCRfPH1zC9o9u9aqf/T4YXD9+ARfknzh6P4Qg4YMYKWv37Icrh+fIDLeCyFfPXD74UXo6LLbtGq9KR6/tMXnBG+ERr8HAOzdsxHxsX7Izf6CVw530LZtq1rrAQDLlprgS+RH5OVE4b37U+jXGIvVefbEBqXFiRg3bjgT16hRQzx/aou4GF9IqLSCRMPmEJNXATic7+quxCcgGCs274HxuFno2m8knN6+/+G81RGTUarT3wkAMH/RTEZnZJwX0nMiMXL0EJE6x00YgQ8+L5HADcbbD0+FztGtO1YjNNId8alBsLMXnKOVSElJwsXdHuk5kax78cZtKxCV7IeEbyGIzwiGT6gzNu9YLXI9GjN+GNw8nyIq2Q+OHo8waGjVeJSQkMD2vevh6PEInxO84RvmgpPnzaGhqSayTq/f2olsP+Xfzf/cZup3UFxcXN9V+CksD53F0IGTEBoSgTuPLkFVtZFQOT0DHVhdtsQtmwcYMmAiHJ474tqtM+jYqR0jIycnC88Pvjiw56jQMjQ11aGhpY59Ow/DsM9YrFm+DcOGGcLK6ghLbsOGZVi+fD5WrdqGAQPGIT+/AM+e2UJaWlpkO6ZMGYvDh3fBzOwEevcejeDgcDx9asv6AefvHwxT0w3Q1h6EsWPngMPh4PlzW6zfsBRLl83DmtU7YWQ4EfkFhXj85DqkpaVE6ps8eTQsDu6AhflJ9O87BiHB4Xhsf52lT1ZWBm/euOHokXPfzXfo6G6kJKcK6DHopYOLV4/j5o0HMOo/Hi+eOcL29jl0qmb31etMYbp0Ljas3Y2hxlNQUFCIB4+usuovJSUJ+0cOuHr5ltD2cGRk0fDQYZSncpF3/Ro44uIojY5GeX4+Sr5+RcPDR8Fp0ECkPcrz8pA2aSIT0mdMZ6UrrFgBKQMDZJuZId1kLkrj4iDVqzcKHZ7j2/KlIEVFePT4aq02nzR5NMwttuOQxSkM7D8OISGf8OjxNahWs7nFoZ0YMXIwTOauwugRM6GpqQ7bm+eZ9K5dO+K+3SUkJiVDTIyDUycuIj4+EdLS0vyyqo1/CQkJXLxyHB/f+0BcXLxO+mHd+iVYs9YUZWVl2LP7CN66vUdhEQ9ubqJ/CP3qWKzUVzn2U1K4iIj4gvi4RHTvZIiObfrgopWNgL6Jk0bhgMV2HD54Bsb9JyAkJBwPHl1h2c7s4A6MGDkI8+esxtiRs6CppY4bt84KlHXT5gEe2T1nxW3YsAwrls/Hnr2Hsf/AcXz86AMuNx3btplhwfy/sHv3BoFyqs//Xr1HITg4DM+e2rBs4OcfjJu37AAQmJufxLt3nmjVqgWe1Vgnrl+/x9Tpd82/C5cs0bFTO0waPw8zppmiT199HD91gEkvKSnF3duPMXn8fOzabgElZQVwOMD9248RGhKB2w8vQkFBHjnZuejWfgAT9LoNhp6BNs5fPorbNnYYOnASHF444erN0wJrs9dHPxzYYylgu0p09bVx+8EFuDp74LDFaYiJi+G2rR1GDZ5W5/eH/XuOQkFBHoUFRfj43gdhIRGwfWANFRH6dQ20cfbiYdy5+QgjjKbi5QtnXLI9hQ6d2jIyX7/EYOcWcwzpPwmTRs1FQnwSbtpdQCOVhoyMlJQkntm/wo2rdwEAy1cvwMoVC7B85Vb07T8W+QUFePHsZq33oqlTx+HokT3Yf+AY9HuNQGBQGF48vynwMAEA1qxeDEIEn66Xl5fjydPXmDhpPkoz41GWx4WYpCzE5YX/2BZGYWEROrRtjR0blv9wnppwpOQhJq9Sp78Txk8aiX3mW2F56Cwunr+O3Nw8AICSkoJQeX0DHVy4cgw3b9yHcf8JePHcETdunWXpXLV2MRYvmYuNa/dg+KCpKCgowL2HV4Teb/bs34yUFC4rbsKkUVixdhEe3X+GRXPXwP6hA5SUFTHLZAo2blshxA7aOHvpCG7bPsRwwyl49dwZl21PM+NRVk4G3bp3wskjVhhhNBWL565B67atcPXWGaFt3LFvg0Cd/k0QQuot/Ccg/0OYmJgQAKxw9epVAoA4OjoSXV1dIisrS/r06UM+ffrE5NuzZw/p0aMHuXjxImnZsiXhcDiEEEIyMzPJwoULiaqqKlFUVCTGxsYkICCApfPx48dER0eHSEtLk1atWpG9e/eSkpKSH6pveHg46devH5GWliadOnUib968IQDIo0ePfqrd6kodiLpSB6Kh3JEkJaaQ/XuOMnHVw2O75+S1gwsrzsfLn1y7fFtAVrfrIEIIIcb9xgstq3r466+lpKioiMjJtSTS0s2ItHQzkpSUSrZs2c9cq6l1JoWFhWT27OVMXM3g6elHzp27ylzLyDQnCQnJZMcOC5F5dHWHEkII4XLTybatZkRetiWRl21JtDS6kcLCImIyZyUTVzN4efkTq/PXmWsFuVYkMTGZ7Np5UEB2xLDphBBCGmt2E5ovPf0b4XLTSW/dEYQQQgb0GUsaKrQlDRXakocPnpGXDs7MdUOFtsTby59cuXSLuU5OTiW7tlsw180ba5PCwiKy0GQNK19DhbZk+ZLNJCszWyA+3XQx3xZTJ5PisFCS/9COpM+fRwghJG3WTFLK5ZIcayuSYjRQIGRZmJOy3ByhaZWh5GsUyb18ibkuTU8npdxUknvjOkkxGkhSR48khYVFZL7JaqIk31po8PbyJ9ZW15lrZYU2JDExmezZdYgoybcmTbW6Ex6PR+bMWs7I6OoMIYQQMshoElGSb02OHj5LfH0CWWVNm7KIFBQUkqSkFLJ392HGJieOWZM7tx6R5Us2Ex6vuE76ISWFS3i8YjJ65Mw/PhblZVuS5ORUZuzHxMSTXTsPiqxzZfDxCiAXrG4w140U25HExGTGds0baxMej0dMZq1kZAx6DiOEEDLUeIpAeQfNTpKgwDDmOikphWzZsp9ISTclUtJNiapaJ1JYWEhmzV5OTpy4QN65ezJplaFy/ldeS8s0IwkJyWT7DnORcj11+WMjJYUrIFdZp98x/3rpDuevhwMmMDJTJswnZWVlpFPbviLte/7MVfLBw5toNuhEkhJTyJNHDiQrK5toKHdkhcd2L8hrBxdWnI9XALl2+baArF43/to8qP8EgTQfrwBiefgc0VDuSHy9A8gla9t6uz9U6jedt44UFfFIC7UeJDkxhZjvPUaaNOwiEOwfOpA3L11Zcb7eAeTGlbtC5Zs07EI6NDcghBAybfwCgbS1y7eTrKxskpLMJZs27yPiko2JuGRj0lClAyksLCR/zVrKxNUMnp6+5MzZK8y1hFQTkpCQRLZtN2PJ9dQbSuLjk0jjpj0IIYRMnDxfaHnFaVGkOC2KlOamkfLSEub6Z0L79u2Jg53NT+crKy4kpQVZdToOKvveuN94kpiQTLq2608IIeTOrUdERbGdQHj04Dl55eDMivP28idXL91irlOSU8nu7RbMdcsmOqSwsIgsmreWlW/apIUk4tMX0kePfy827DuOqCi2Iz7eAeTKhZukcYPOpHGDzqRJwy4kKTGFfHzvQz6+92HiK4O93Qvy5qULK87XK4DcuHJHQLYyjDSeRgghRK/rYFb8rCmmJPLTF2LYa+xP/barS0Y0HVFv4b/A/9TJ1MmTJ9GnTx8sXrwYycnJSE5ORrNmzQAAO3bsgKWlJXx8fCAhIYEFCxaw8n758gV2dnZ4+PAhAgICAABTp04Fl8uFg4MDfH190bNnTwwePBjfvn0DALx79w5z587FmjVrEBYWBmtra1y7dg1mZmbfrWtZWRkmTJgAOTk5eHp64sKFC9ixY8c/aj8hBG9dP0BPX1touq6+Nt66sp+Ouzh5iJT/UZSVFZGTk4eysjIAQKtWzaGlpQ5nZ3dGJicnF97eAejVS1doGZKSkujZsxsrDyEELi7u6NWrp9A8cnKymDt3GuLjE6GmpgIXF7Y+H+8AGIjIKykpCR2drqw8hBC4OHuIzMPPJyGQT01NBbKy0oiMiEJBYaFAHn0DHbi5sO3u7PgO+gbaAIAWLZtBU1MdrtVkcnPy4OsTCH0DHZF1qUlZfBzKs7MgO2YsJNp3QHFgIGRGjUJpTAzKkpNR7OcLyS5dRObnyMpC9fZdqN69D+UDZhBv2ZKVXhwaCum+/SCmqgpxLS2Iq6iAo6CIYh9vAADJz4ePT4DIOktKSkJbpyurnYQQuLq8Z/Jo63SDlJQUXF08GJnPkV8RF5cIgwoZKWkp8IqLWWUVFRZBVlYGoaERTFkDBvbG+AkjsXnDPgCAhIT4H++HFi2bQUNDDYQQaDXWhK/fG3j7vkJubh4GDR4gNM+vjkUAaFlR5+p5V6xcAHFxMRw8sgur1iyCuLi4gL4eOl3g5sruBzfXav2g3ZXfD67sfoiPS2TsVZsNtLQ04OT8jonLycmFl3cAhg8zwrBhhnj37qNAnYTNf2eXd+hdbc2oLicnJwuTudMRHR0LR6e3LLnq/I75p2+gg6zMbAT4hzAyri7vUV5eDl199uuYlfb9FP4Zgwb3xwcPHxBC8M7tA1q2ag55eTn4BDvBN8QZ126dQYeObaGr3wNv3T6wynF1dofed2xdHVXVRtDV74GMtAw8e30bOrrd0a+/AQx692TsWVf3B0lJSXTX7oJ3ru+hpKSIvNw8lJaW4p3bR/SsYa8q/T3wroYN3JzfC9i3SocEZplMRXZ2DsJCIoTKcDgcaGiqwanGvcjLy1/keOGPse6s8UsIgZOzO3r3rsojKysDmxtnsGrNdqSmpgk3RHXExMGRlgcpEbxH/Ek4EtIsnX96HFT2ved7H5y/dBTbNv4NboV92rYT/nqlnoE2az3i63SHXsX8a9GyGTQ01eHmWjU+cnPy4OcTyJojamoqOH7qAJabbkJhYRGrTj20u+BdtfyEEAT4BqNL14746OEjaAcDbbxzZa9Trs4e0K3FDkpKCigvL0dOdg4Tp6qmgiMn9mH10m0oLKjbvqf8Pv6nNlPKysqQkpKCnJwcNDU1oampyfyQMDMzg6GhITp37oytW7fi/fv3KCqqmmzFxcW4ceMGdHR00L17d7i7u8PLywv379+Hnp4e2rVrh6NHj6JBgwZ48OABAGDfvn3YunUrTExM0Lp1awwdOhT79++HtbX1d+v65s0bREVF4caNG+jRowf69+//Q5uw75GWlg51DVWhaeoaqkjjZvyw/I/QqFEDbNu2GleuVL3ypKHBf42By01nyaampjNpNVFVbQQJCYkfymNqOgfp6eH49i0Cw4cbYcuWA0L1cbmi9amoNuTrS/3xPAD/Pfia+awuHEGAfyhkRLw2oq6hKrRu6hV6NCrsn1ZDJo37c31DCgvxbe1ayAwdCo64OJR37Ya0gQEyt24GystQnpkJ8UbCX+0oi49HzuHDyNq5A9nmB8DhiKHR6bMQU62yRe6pkyiNjYHafTuo3LAFAORdvICSoCBWnUXaXKWh0D6unkddXRU8Hg/Z2bkiZZwd38HAQAcSEhJIT8+AlpYGNm9bBQAoKS6BhroaGjZqgLNWh7Bi2RbmFRMOh/PH+6GyDA4H2LRpOTZv3o/ZM5eDlJdj4sRRkJSUFLTLL45Fvj72XDt/7hrmzV2Fd24fER+fhHUblmLfgc1sfRX9INjODGioV/SDhhp4vGLk1OiH6vb6ng2q29rV5RH69dXHnDlT4eHhhX372K8HVc7/VC77Rym3xvyvlLt+/TQyv0Vi+HAjjBo9CynJXJG2+h3zT11DFWnp7LWzrKwMmZnZUFdn633peBcSEhKwPPE3Pn7wxWHzUxXlZUBKSgrrVu6EycwVWLlkC8TExPD01S1oaKoJ7Q919R+f/81b8h8cbti6Ek8eO4DD4eBTWCQePLmGVq3535bU1f2hUcUY4xXxsGbjEty8zr9npqdliCxPTV0V6TX1c9OhVsMGg4cZIiLOC1HJfli8dA5mTjJF5rcsoWWKifF/AtXc7KRy06GpqS40D3MvEpiPadCsNsYsj+7Dhw8+ePr0dc0iWNjanIWESktINmoBlJejLC+9Vvnfipg4OBwOUF7Giv6T46Cy7ydMGQ0fL3+8fOHMpDVooFSLTmFztGL+qQufo1xuOrNmAcBpq0O4duU266EHULXmpafx22X/yhZRyX4YOXYIioqKcMT8tECd1NRVkZbGtkN6WobA97uVSEtLYfve9Xhs9wJ5uflM/PFzZrC5eg9BAaFC8/1bKK/H8F/gf2ozVRvdu1d9XK2lpQUA4HKr3l9t0aIF1NSqJmVgYCDy8vKgoqICBQUFJkRHRyMqKoqR+fvvv1npladiBQUFtdYnIiICzZo1g6amJhNnYGDw3XbweDzk5OQgN5f/Iyc/Px+E1M9wVFCUx8371sjKysGKFQuQnh6O9PRwSEr+2T9vVlJSAjExDgoLC9GmTUvs3bvpj+qrjWXL5kFBQR5eXv71VgcGKSkob96Mkgj+U9rcY5YojY5GQ4uDgJTo75gAoCQsFEWvX6E06gtKAgORtXsn/5Rr7FgAgMyQIVB/7gCZocNAeDzkWPJ/DCssWgypnsKf8P4pnJ3dcfgg/730Fy9vwzfAEW9euQIA8/71idNmeHD/KT54eP/RukhKSiAuOYAJEhL8zZKUlBQ2btwHJ8e38PYOgJd3AOQV5DDQsM8/0jdt+ng8fHwNABD55aPA5uzM6ct4984TOTm5iImOw64dB7F4yRxIfaf//wlTpo3Duo1L0blLB5YNqjN7znI4Or3DR09fjBgxGOvXLflHOhctWofBQ6bg8+do3LQ9B3EJ8e9nqiM2rN0FADA/cAJDhhli+aqqtyDy8/Nx/449QoM/4YOHNxbMXo2MjG/Mj/5/gpgY37GBzdW7sH/oAAC4aGWDqM/RmDln8j8u/1fYa7YFnyOicOzQue8L/yDv3b0w3HAyJoyYDVdnD5y/cpT5DmvilNGIiPNCRJwXDh7b/dt01mTMmKEwNuqH9Rv2fFd2w8a9KM1KRGlOCjjikhCTF/5A6/8bPbS7YOdWizrTt3jpHCgoyOOE5fcfZi9bsBEjjKbizUtXKCkrYumq+f9It4SEBKyuHgOHw8G2DVWOhhaYzoKCgjxOH7/4j8qn1D90M1VB9R8dnApvOuXlVZsQeXl5lnxeXh60tLQQEBDAChEREdi0aRMjs2/fPlZ6cHAwPn/+DBkZmT/SDgsLCygrK0NFRQWlpaWYNWsW8nnfmHQ1NVWBJ2qVcFPTBZ6q1CZfG/IK8rhjdwl5efkYOXImDAxGMCE9PRMABJ6qamioinwdIj39G0pLS38oz/37T6GnNxy6usOgqzsMTZtqCdWnri5aX0Z6Jl+fxo/nAYBv39j5Bhr1Qa9ePbF6zSLo6HaDb6AjAMD57UOctT4EgG93YXWrfPUhtcL+NZ/Aqqn/XN/IDBkCMQ1N5JibgZSVojw7G9kH9kNcUwvS/fpDrGFDlH379v2CAKCsDKWfv0CiSVMAAM+bvynJOXYUGQvmo+RTOACg2NcHctOrHFWo1WbzjEyhfVw9D5ebDmlpaZanOmHlWh49j9LSUqxeuQOtW+jh+XO+3cXFxZDKTcPAgb2xcvVCcDPDwc0Mx6mz5uBwOLC+dBSz5kxhyvmn/VBSUgrDfuOY8C2jyr6fPn1m/t9AWQlFRTw0a9ZY0C4/MRZfPHfEiuVbAADDhkxFRoU+YTblpqbD1zsAkpKSaN6iSZW+in4QbKcKczLETU2DtLQUlGr0Q3V7VfLyhROuXr6NL5+/smxQvU4JCcmQlZWBj3cAdu6ywM6d61kbiMr5r1HjlEe9xvyvlCspKYW7uydm/LUEHTq0ha5uD5Hj7nfMP25qOtRU2WunuLg4GjZUBrfGaVpoSCRKS0sRFhoBs33HsGHrCoiJiUFNXUXghKy0tBQhQeHg8YqF9kdN+dqobE9kRBS+ZWRV9LEKPkdGoUnFGllX9wcejwdCCErLyrBozhqUlpYC4L/yJKq8NG46VGvqVxc8sSgsKERMdDz8fIKwcfVulJWWYcbsSQCA1y9dMNxwMoYbTsZRizPMw5Wap5Ya6qoinQEw9yKB+aiGlAobGxv1R5s2LZCRFo6iglgUFcQCAO7fvQinN/dZ+VJT04CyEpDiApTlpUFcVhng1NHmv7yMbwMxtr4/OQ6+ZWSivLwcWo018DnOC4kZIUjM4J8UtW7TEvbPBR3i8HUKm6MV848rfI6qq6sya9aAgX2gb6CNpPQQpHwLg3fAGwCAo5sddv+9EaWlpYyjo6TEFHyOiEJWZjY+hX3Ghi3LBR5opHHTBRyOqKqpCJza8TdSlmjarDH+mriIdSrVb2Av6Or3QHSqP2LTAuHh5/ADFqwfSD3++y/wP7eZkpKSYr7d+Sf07NkTKSkpkJCQQNu2bVlBVVWVkYmIiBBIb9u27XefNHbo0AHx8fFITa3y/ubt/f2n6Nu2bUN2djbS09PB4XBw7949yEvzn3RxOBwMMOwNH+8AoXl9vQMwoMaTcUPjviLlRaGgKI97jy6juLgEc2csR0bGN3z9GsuE8PBIJCdzYWzcj8mjqKgAfX1teHoKdyVdUlICP79gVh4OhwMjo37w9PRjyebl5TO6oqPjAADZ2TkwMmLr09PXhleNvNX1+fuHsPJwOBwYGfcVmYefr5SVb9OGfejbezTS0jJgfe46pk9eDABYaLIWZvuOAwC8vfwx0Ihtd6NB/eDtFQAAiI2JR0oKF4bVZBQVFaCr1wPeP3HixZGWAQgBSkpQGhnJPzEq5y9WHDExSPXsiZLQH3zVQEwMEq1boexbRmXDwZGURHlaOsqSElEWE4OyjAyINVIBOPyxzpGTg56etsg6l5SUIMA/BIZGfavqzOHA0KgPkyfAPxjFxcUsmbbtWqF58yas07/Ksnpod0FREQ9Tpo5FfHwSunbrDG8vfwwfMg2GfccxweLASZSUlODDex88q/Zazu/oh+ivcUz49OkL82pI+3atmTL09LUhIyONuLhEoXb50bGYl5eP5CT+mhETE4/w8M9ISeEKjP3KOnft3hllZWWs11VKSkoQ6B/KOiXjcDgwNOxb1Q8BIfx+MGT3Q7PmTRh7Va9TVmY2iotLGBskJ6dikHF/Vp0M9LXx0dMPYmJikJSUYK2Roua/sVF/fKy2ZtSU43A44HA46NKlA0uuOr9j/nl7+aNBQ2X00K765nCgYR+IiYnB1zuQVXZ1+1a2VVxcHP0H9oZPDduJiYmhY+f2SEpMwQDD3qy0gUZ9BeRrIy42EclJqWjTrhVKSkoQFBCKAYZ90LptSyTEJ9Xp/eHmPWvk5ebD29MfPB7fOy6Hw0F/w17wq2GvKv2B6D+QbYMBRn0E7FsTjpgY49EtP68AMdHxiImOR3raN5SXlyM1JU1wLBroiBwv/DEWxMrD4XAwyLg/Pn7k5zl85Ax0dIdAV38YEwD+KdTCxetrq21lgbW26XdCSnngSMpW1eAPj4OSkhKEBH/CY7vnGNx/Igb3n4ghA/ib3VcOzli1fJtAHh+vAIFTe0PjvvCpmH+xMfFITeGyZBQU5dFTrwczR7Zt3g/DvuNg1G88jPqNx4wp/HvxonlrsX+vJQIDQtG/2hzjcDjoP7AXYqPjIVFjPQIAX68AljwADDTuA99qdqjcSLVq0wLTJyxEZmY2S37XVgsMHTAJwwZOxrCBkzFn2rIfMSHlX8iffd/qX0jLli3h6emJmJgYKCgosE6ffoYhQ4agT58+mDBhAg4fPoz27dsjKSkJz58/x8SJE6Gnp4fdu3djzJgxaN68OaZMmQIxMTEEBgYiJCQEBw4cqLX8oUOHok2bNjAxMcHhw4eRm5uLnTt3Aqg6OROGtLQ0y6WruLg4ps+cBH/fIJguN4GcvCzu2D4EAJy2OoiUZC7M9h0DAFw4b4PHL25g6cr5cHzligmTR6OHThdsXFP1OkSDhspo0lSLeZ+88oNRbmo60rjpzEZKVlYWy003QUFRARrS/KdeaWkZjL3PnLmMrVtX48uXGMTExGHPno1ITubiyZOqH7IODrdhb/8SVlbXAQCnTl3CpUuW8PMLhrd3AFatWgh5eTncuHEPAN+xxZQpY+Ho+Bbp6Rlo0kQLGzcuR2FhES5esMXmLSsRFRWD2Jh47Ny9HsnJqaz32Z89t8XTp69hbXWDX8dTl2B90RJ+fkHw9QnEipULICcnB1ubB0wedQ1VaGioMX8/qUuXjrC3f4mdO9cx+ZYsnQspKSmcOGYNGVn+ieTQ4UZ4+uQVAMD6/HU8dbiJFasW4PUrV0yaPBraOl2xbtVORo/VuevYsGl5Rf0TsH3XWqQkc/H82RtGpklTLTRs2ABNmzaGmLgY8/czor/GIj+/AMU+PlBcuhSKa9eh0NkFiqaLIdG+PVBOIGVgAI6MLIpe8p+MKW3bjvK0NORd4r9+ID/XBCVhoShLTARHQQHy0/+CuIYmCp8/AwCQggIUB/hDcelS5PB4KEtNQXFQEGSMjFD4xB4SrVpDfsECpCSnsjYrT57Z4OnT17hozX8aefbMFZy3PgJ/v2D4+gZi+Yr5kJeTg60t3+Y5OXmwuXEfZhY7kJmZjdycPBw+ugeeH/1YN/PVaxbj8WMH7Nq9AVpaGhgx0hjv3n6Erm4P3LKxQ1paBs5ZH0Zycir277WEds9u4BUVo1fvnpg9Z8of7YdTJy9i1+4NOGd1CH/vtcScuVNRXl6OyIgoxsnA7xqLuXl5uHL5FjZvWQlxMTE0UmkIXb0eSE/PgJS0NPYd2Ix7d+1xzeY0nj99g0sX+N+6nTtzBWetDyPAPwR+vkFYunwe5ORkccuG/3dQcnPyYHvjAQ5YbENmZhZyc/Nw6OhueHmy+6FV6+aQl5eHuoYaZGSlGVucO38NW7eugpaWOpJTuBg+zBhpaRkQFxfD/r+34v6Dp3j21Ab29i9xvmL+nzx1EZcvHYOvXxB8mPkvKzD/nzx5hV271iErOwd9++hDTEwMYhwxRu7e3YvIzMwCKSOQkZXGm1duOHXOHKvWLsbLF06/1O+REVFwfO2GE6fNsGHtbkhKSuCQ5W48fPCcOeGYMm0cSktKEBYWiXt37XHAfBvy8wvg/OYdzA7vgJy8LBo0VIahcV+YLJiB7OxcyMhIo2mzxtiwaidOnrfA0pXz4PjKDRMmj0IPnS7YtLbqNbIGDZTRpFm1tbkte20GgHOnr2DT1pUIC/6Eh/efY6/ZZpSXl2P/HkscPr63Tu8PFgdOYM/+Tfj6ORohQZ8wefpYyMrJ4u6txwCAE+fMkZLMxcH9JwAAl61t8eDpVZiuMIHT67cYP2kkumt3wZZ1ewEAsnKyWL3eFG9euiA1JQ2NVBrCZNFf0NRSxzP7V0wdGzfRZOopLiaOp49fYtfOdYhPSMSnT1+wb+8mJCWlwr5antcv7+KxvQPOnb8GADh+8iKuXj4OX78geHv7Y/WqxZCXl8W163x366mpaUJPQuPiExETEw8AGDliENTVVeHjGwiISYAjLglxeRWUlxQB5aUCeYVRUFCIuIQk5joxKRWfIqOgrKQILRHffNWkvDAb4opqmPbXhDr7nXDmxEWcOn8QLk4ejE4AePrkNeJiE3DW+jCSk1JxYB/fzb/1+et44mCL5Ssr7pFT+HN0/epdjE6rc9exftMyfI2KQWxsArbt5M/RFxVzNDEhmdXu/Hz+pxYx0fFITkrF+TNXcf7iEYiJceD85h0mTR0DpQZKMOijiyePXsLy9N9ITubi4N8nAFSMx2fXsGSFCRyZ8dgVm9fuBcDfSF24fhzdenSCyYwVEBcXZ07OsjKzUVJSgqSadcqr/fMPyr+YOvcfWM9ERESQ3r17E1lZWZZr9MzMTEbG39+fACDR0dGEkCrX6DXJyckhq1atIo0bNyaSkpKkWbNmZNasWSQuLo6RefnyJenbty+RlZUlSkpKxMDAgFy4cOGH6lrpGl1KSop07NiRPH36lAAgL1++/Kk2x8UmkKIiHvH1DiAjjKcy7knd33qS27YPWS5LF85dTT5HfiVFRTwSHhpB/pq8mJW+aulWoToOm58m6kodyIRRc0TWo337Piy35WZmx0lyciopLCwkTk7vSJcuA1npMTFxZP/+Y6y4NWt2ktjYeFJUVEQ8Pf1I//5jmbSWLfWIg4NThetpHomPTyS3bz8kXbsaEnnZlsTC/CRJSeGSwsIi4uz0jvToZsxyKR0TE0/MDhxnxa1ft5vExiaQoqIi4uXlTwwHTmClmx04LrStt249FMjXUKEt6d7ZkBBCyItnjixXyfNmrySRkVGkqIhHwkIjyNRJCwXcKR+2OM3U38XZnehpD2Gl37S1E1qXMSNm8l1yGw0k3zasJ7ygQFKWm0PKCgpIeVERKS8uJsVhoSR92RLGrTnP348UOLxgrvPu3SWlycmknMcjpRnppOjDe5K+aCHLNTp34gRS8OIFKeVySXlRESmJjSFFXl6kNCOdlPOKSJGPN9HpMYjlCj0mJp6Ym51gxW1Yv4exnbeXPzE2nMhKV2vUkVywvkG+ZWSSvLx88sT+JWnbyoAl4+b6nmRmZhMer5gUFfFIcXExU1alvd69/Uhu2tqx3JjXRT/Iy7YklkfPk4KCAlJeXk54vGLi+MaNtG/b54+MRdPFG4iF+UmSnv6NlJWVkeLiElJYWEQ+hX8m+/YcIRqNOpPYmHhy0Owkqx2b1u9l1g4frwAyxGgyK11TpTO5aG1TrR9ekQ6te7Nk3r39KLRO7dr3JgfMjpPMzCxSVlZGSkpKSF5ePgkN/UR27LQgikptSHRMHPl7vyXLnfmaNTtITLX536//GCatRUtdZv6XlJSQkpISUlpaSgIDQ1lymZlZQusU/TX2H/V7q2a65P7dJyQnJ5dkZ+UQ2xv3SVON7kz6grmrib9fMMnJySW5uXkkOTmVZGVmV63Ng6YRq7PXSHxcIikrKyMFBYXkzUtXMnjARKKh3JEsmrum2tocSWZOMWW5PV+9TPjafMTiNEtu/56jJCE+ieTn5ZOY6DiSmsL9V9wfQoLCyZghMxjX5e/feZG7Nx+x3JmbzltHvlTqD4skc6YuZdJaa+qQF0/ekOTEFFJUxCPJSank5XMnMmrQdFYZd28+Eqo/I+MbKSwsJI6Ob0nHzv1Zrsujo+PIvr+PsuJWrd5OYmIqx6Iv6dN3tEhX6uKSjQkhbNfog4dMIe/fe5PMzCxSXl5Gykt5pDQ/kxSnR/+wW3P3V49I+/btBcKmNct/yj16aW5anf5OUFfqQLZu+JulkxBCZs9YRlQU2xH3tx/JLVs7lkvz+XNWkc/V1ubpkxcJuFA/crBqjro6exADnaFCXa2rKLYj2l2MCCFVrtFVFNuR2zZ2hMfjkfLyclJaWkpivsYR833HSCsNbeLxzpPcvfmI5dLc1GQtazzOnrqESTPoNkTkWJ882kSo6/Ta8tQ3g5sOq7fwX4BDyH/lL2JRPDw80L9/f3z58gVt2rT54XwayoJ/fbwuyebV/9MWCbH6/wBdSrx+D4LD9QS/x6lr2nsn1HcVIM6p37ebi8t+7Knzn6S+x2J+SdH3hf4w8pJ/5rvVn6G+++HfcPuXrGcbAEBKXma96i9Mevd9oT9M0zaj6lV/WT05yqqOtLigc5y6JjHz3+nVb0iz4fWm2zH+1feF6pn6X8UoInn06BEUFBTQrl07fPnyBWvWrEG/fv1+aiNFoVAoFAqFQqH8Kv+GBy//Zv7nHFD8W7h58ybLZXr10KXiD6fm5uZixYoV6NixI+bNmwd9fX3Y29vXc80pFAqFQqFQKBQKQE+m6o1x48ahV69eQtMq3bTPnTsXc+fOrctqUSgUCoVCoVAoDOX/ERfl9QXdTNUTioqKUFRU/L4ghUKhUCgUCoVC+VdCX/OjUCgUCoVCoVAolF+AnkxRKBQKhUKhUCgUoRD6ml+t0JMpCoVCoVAoFAqFQvkF6MkUhUKhUCgUCoVCEUo5dY1eK/RkikKhUCgUCoVCoVB+AbqZolAoFAqFQqFQKJRfgL7mR6FQKBQKhUKhUIRCX/KrHbqZ+h+gsLS4XvUrSsvWq34AKCypXxsAQHFZab3q7+HPrVf9AMArLanvKkBCTLxe9StLy9WrfgDIKymqV/2NZOr/b+zxyup/LGYW5dWr/vqeCwCgAJn6rgJU5ZTqVX/TNqPqVT8AJES9qFf9/wYbpBfm1HcVKP9R6GaKQqFQKBQKhUKhCKWcnk3VCv1mikKhUCgUCoVCoVB+AXoyRaFQKBQKhUKhUIRCT6Zqh55MUSgUCoVCoVAoFMovQDdTFAqFQqFQKBQKhfIL0Nf8KBQKhUKhUCgUilAIoa/51QY9maJQKBQKhUKhUCiUX4CeTFEoFAqFQqFQKBShUAcUtUNPpigUCoVCoVAoFArlF/h/sZm6du0aGjRoUN/V+NeyY+daREZ9RGp6GOyf2aBNm5bfzbPYdA6Cw96CmxEOZ9eH0NXtzkqfN38GnjvcQkJyIHLyv0JZWVGgjI2bluON033EJgfgS6w3E79g0Uz4BjkhPjUIL53uQadnt1rrMm7CCLz3dkB8ahDc3j/BkKEDWemjxw7FvUeXERH9EWnZEejaraPQcnbuWocvXz2RlhGOpz9oB9MlcxAa/g7p3z7Bxe0RdPV6sNLnL/gLDi9vIyklCHkF0QJ2GDCgF/IKooWGceOH/3H9ABAa/g55BdFIyQpngm+I83ftPnb8cLzzeo6YlAC4eNhjcA27jxo7FHceXkLY1w9IyQpHlxp2b9a8MUtnSlY4ioriUFQUh+TkYGRmRuLFi1s/1A9LlsxFRIQHsrIi8fatPfSq2aFhQ2UcO7YPQUEuyMyMxOfPH2BpuQ9KSlW2mDNnCqO7Zj/o62t/V//v6IdKFi6ZjejUACRmhsLJ4xG0v9MPY8YPg5vnU0Ql+8HR4xEGDR3ApElISGD73vVw9HiEzwne8A1zwcnz5tDQVGOVsXHbSviFuyIqyRcR8V7IzotCt26datW7yHQ2gkLdkJoeBicXO/SssQZIS0vh6LG9iI71QWJKEGxunoWaugpLpmfPbnjyzAaxCf6IjffDw8dX0bVrR8xb9Be8gt4gPj0IyVlhAiEq0aeGDYbjndczRKf4w9njMQZVG4sSEhLYsXc9nD0eIyrRB/7hrjhlZcGyQdPmjfH6rR0S0oORlBmKr8l+OHRkFyQlJWu1wcLFsxAQ4oKktBC8cX4g1AaHLffgS6wX4pIDcN32DNTU2DawOLwLzm8fITk9FG4eT0TqWrd2CUKC3ZCfF42C/Bjk5X6Fw4tbaPsD82PpEhNERLxHdtZnvHv7BHp62qz0s2csEB7mjqzMz0iID8CD+5fRoX0boWXt3LUOUV+9kJ7xCc+e2f7wOhkW7o6MbxFwdXvMmh8NGyrjqOVe+Ac4IT3jEz5FeODI0T1QUlKE6ZI58A5yQmxqIByc7n5/TZowHO7eLxCbGgjX90+Erkl3H11GePRHpGZ/EliTAODIiX3wDHiNmJQAhEa9h4uHPfzDXBGTEoAXjnfqZV1Mzf6E1OxPSEgLrjM7VOfWgwuQVG0NjpRcrXI18QkIxorNe2A8bha69hsJp7fvfyp/deYvmlmnY6FBQ2WYH94JDx8HxKQEwDfEGcdq3DcAYPfuDYiJ9kFW5ud6mY+U/wa/fTNlZGSEtWvX/u5iKf+AJcvmYe3qnRhkNAkF+QV4aH8N0tJSIuUnTR4N84PbcdDiFAb0G4vg4HA8tL8O1Wo/EuTkZOHo+BaWR8+LLEdKSgqPHzng2uXbTNyESSPxt/k2HD10FoMHTkRoyCfce3QZqqqNhJahb6AD68uWuGnzAIMGTIDDcydcv3UWHTu1q1YXOXh+8MP+PUdF1mXd+iVYumwe1qzeCSPDicgvKMTjJ9drtcPkyaNhcXAHLMxPon/fMQgJDsdj++usH0uysjJ488YNR4+cE1rGx49+aN1KH4cOnkZOTi5MTTfg8WMH5OcXwMx8+x/XX4ndg2coLi7Grq0WGD9yDt66fsDthxdF2l3PQBvnLx/FbRs7DB04CQ4vnHD15ukadpeF10c/HNhjKbSMxIQUdGs/gBUcHd+CEIJVq7ZhwIBxyM8vwLNntpCWlhZZ9ylTxuLw4V0wMzuB3r1HIzg4HE+f2jJ20NLSgJaWBrZuNYOu7lAsXrwBw4YZwsrqCFPG/ftP0aKFLiwsTjH98OGDDzLSv+HKtZN11g+TJ4/GHrPN+PL5KwDg65dY3LSzhkot/XD20hHctn2I4YZT8Oq5My7bnkaHTm35euVk0K17J5w8YoURRlOxeO4atG7bCldvnWHKWL5mIRYsmYWt6/fhxdM3KCwoBABISYneSEyaPBrmFttxyOIUBvYfh5CQT3j0+BprDbA4tBMjRg6GydxVGD1iJjQ11WF7s2o9kJeXg92jq4iPT8Jg40kYPmw68vLy8fzlbew12wLLQ+cweshfeHD3CXKyc2HUexy6tx+IiPAveGr/imWD85eP4JbNQwwbOBkvK8YiywY9OuP4ESsMM5yChXNWo03bVrh++yxTxvpNy9ChYxscO3Ies6cuRXhoJBYsnoW9+zeJtMHESaNwwGI7Dh88A+P+ExASEo4Hj66w5ozZwR0YMXIQ5s9ZjbEjZ0FTSx03bp0VKOumzQM8snsuUtcxy32YP38GPn70RUFBIbZuM8OatTuRn1/4U/OjV+9RCA4Ow7OnNqzx6ecfjMWmG9BD2xhjxs4Gh8PBs+c3ISbG/gmwfv1SLFs2H6tX74CR4QTkFxTC/smNWvVPnjwGBw/uhIX5SfTrOxrBwWGwt78hMD+3bzeHvt4wLDHdiKFDDWH/5AYOHtwJy0NnMXTgJISGRODOo0u1rEk6sLpsiVs2DzBkwEQ4PHfEtVtnBNYkzw++OFDLvSAoIBRrlm/HAIPRsDpzFR07tYO0jBSGG09FaEhEna+LG9fuQWlpGYoKeRg1dEad2aGSJctNftm5QGFhETq0bY0dG5b/Uv5KOFLy2Ge+tU7HgqamOjS01LFv52EY9hmLNcu3YdgwI1hXu29s2LAMK5bPx6pV29F/wNg6n4//Jkg9/vtPQH4zhoaGZM2aNb+72Fq5evUqUVZWrlOdouDxePVdBQG2bzMjinKtiKJcK9JEszspLCwi8+auYuJqBm8vf2J9/jpzrSTfmiQmJpPduw4JyI4cPoMQQkhTre4iy1u5dAvJyswmqkrtiY93ALlkbUNUldoTVaX2RE25A0lKTCF/7znCxFUPj+yek1cOzqw4by9/cvXybQFZna7GhBBCjPqNE0hLTk4l27aaEXnZlkRetiXR0uhGCguLiMmclUxczeDl5U+szl9nrhXkWpHExGSya+dBAdkRw6YTQghprNlNaFmV+pUV2xJuaho5dPB0nemPiYknsbEJ5LK1LdFQ7kg0lDsSzQadSFJiCtm/5ygTVz08tntBXju4sOJ8vALItcu3BWT1ug0ihBAyqP8EoWVVD8XFxcTLy49ISzcj0tLNiJpaZ1JYWEhmz17OxNUMnp5+5Ny5q8y1jExzkpCQTHbssBCZ56+/lpKioiIiJ9eSFZ+UxO+HFs16Eh6PR1au2Fan4yAi4gvJ/JZFDHuNJYQQMmzAZJKUmELM9h4jjRt0Fgj2di/Im5curDhfrwBy48odofKNG3QmI42nEUII0es6mDRu0JmkJHPJvp2HyawppiTy0xcyahC/jrt3HiJK8q2FBm8vf2JtdZ25VlZoQxITk8meXfw8TbW6Ex6PR+bMWs7I6OoM4Y8Do0lESb41Mew/nhBCSKf2/RiZ3gYjCCGE3L9tTzSVOxFN5U5Eq0FnkpSYQg7ssSSD+k0ghBAyfsRsJr1yLFZeayp3Ij5eAeT65TusuOphuNFUQgghul0GEU3lTiQlmUv27jjMpLdrpk+Ki0sINzWNNFRoKzT4eAWQC1Y3mOtGiu1IYmIy2bv7MGmo0JY0b6xNeDweMZm1kpEx6DmMEELIUOMpAuUdNDtJggLDWHFS0k1J9+5GpLi4mHTtOpAkJaWQLVv2EynppkRKuilRVetECgsLyazZy5m4mqFyflReS8s0IwkJyWT7DnOReXrq8vuqS+cBRE62BRP469QB5lpToyspLCwic+esZMlVD15e/uT8+WvMtbxcS2Z+iMoza+YyUlZWRqytrhN1pQ5EXakD0VDuyKxJlXHVw2O75+S1gwsrzsfLn1y7fFtAVrcrf00y7jdeaFmVwdc7gDy8/4wQQohBj6H1si76egeQ9LQMcvPG/Tq3g3G/8SQxIZl0aduPEEJISXYyKU6L+qXQvn174mBn80t5y4oLySVr23odC+pKHciMv5aQoqIiIivXgkhJN63z+dixU79/8lPvj6KnNaDewn+B37oNnjdvHtzc3HDy5ElwOBxwOBzExMTAzc0NBgYGkJaWhpaWFrZu3YrS0lImX8uWLXHixAlWWdra2ti7dy9znZWVhSVLlkBDQwMyMjLo2rUrnj17xsrz6tUrdOrUCQoKChgxYgSSk5N/qN6urq4wMDCAvLw8GjRogH79+iE2NpZJf/r0KfT19SEjIwNVVVVMnDiRVff9+/dj7ty5UFJSgqmpKQDA3d0dAwYMgKysLJo1a4bVq1cjPz+fycfj8bBx40Y0adIE8vLy6NWrF1xdXZn0ylcXf7VNrPa5eDD/z8nJhY93AAx66QiVlZSUhLZOV7hUy0MIgauLBwwMhOf5USQlJdFDuwvcXKteBSCE4K3re+jpCy9bT18bb10/sOJcnNyh9wOvZlXSomVTaGqqw8XFnYmrskNPkXXV0enKykMIgYuzh8g8omjZshmjf/ToIWik0hCXLt2sM/0A0KxZY0z9awLevLXD8lULICYmhnduH6BnoC1UXle/B966se3u6uwuUv5HGDbCGJKSkrC2vsHE5eTkwts7AL166QrNIykpiZ49u8HZuYYdXNzRqxY7KCsrIicnD2VlZUxcq1bNoaXF74e/Zk5CQUERbt96WGf90KSJJtq1a41TlheY0yFCCNzdPkJXv4fQPLoG2njn+pEV5+rsAd1axr+SkgLKy8uRk52D5i2aQkNTDSFB4ThyYh9WL92G9LQMAEDXrsJf/alcA1xd2PPU1eU99CvWAG2dbpCSkmKtLZ8jvyIuLpFZJz5//oqMjG+YYzIVkpKSkJGRhsm8GSCEwOG5E6vsd24foGugjZlzp+DL52h4fvBl0vX0tfFOYCx6QNdAuM34NlBEeXk5sqvZoHoZuTl5SElJFfnMU1JSEj10BNcqN9dqNtDuyreBK9sG8XGJ0P+JeTJ69BBER8dh9uwp0NLSwOrVi3D+/GE0bNgAOTm58PIOQO9axqew+eHs8g69RcwpOTlZmMydjujoWCQkVN1PqtYp9v2CPz+/Nz/Y94vvzY+GjRqAw+HAqUa937p+ELm26+pr460r+zUyFyePn7oX1Kx7d+0ukJOTRWxMPJISU5ixWFfrIv+e2BUqqo1w84YdgLqzg6ysDM5fOoptG/9GGjf9V6r/2+BISOOdwO+CuhsLlVS/b/DvFxpwcn7HpP/p+Rgfn/SP6v8nIYTUW/gv8Fs3UydPnkSfPn2wePFiJCcnIzk5GZKSkhg1ahT09fURGBiI8+fP4/Llyzhw4MAPl1teXo6RI0fCw8MDtra2CAsLw8GDByEuLs7IFBQU4OjRo7CxscHbt28RFxeHjRs3frfs0tJSTJgwAYaGhggKCsKHDx9gamoKDocDAHj+/DkmTpyIUaNGwd/fH05OTjAwMGCVcfToUfTo0QP+/v7YtWsXoqKiMGLECEyePBlBQUG4e/cu3N3dsXLlSibPypUr8eHDB9y5cwdBQUGYOnUqRowYgc+fP//jNtWEW2Oh5HLToa6uJlRWRaUhJCQkBBZXLjcdGhrC8/wojZiyM9hlp2VAXUNVaB51DVWB+qfVIi+0jIq2CrODqDapqPLryk3953aolOdy0zF33jQ4Or5FUmJKnem3tXkADoeDrRv2webqPazeYIpdf29EGjcD6uqi7V5zDNQm/yNMn8l/COHo+I4Vn5oquk2qqo34dqhRl9ryqKg0xLZtq3Hlyi1WfPV+MDGZhvv37FFUxKuzfrhwyRIcDgc+Xv6s+LS0DKiJsKuauirS0tjzJT0tQ+DbpEqkpaWwfe96PLZ7gbzcfGaerN5gCpur9xAUEMrINlJpILSMyjVAYN5Va7O6uip4PB6ys3NFyuTl5WP0yFmYPn0CUtNDkZQajKHDDMHhcJCawq2RLwOammqYNHUMbtvYsW2goSqwZqRx00WORWlpKezctx6PH7BtUH08t2zVHJoa6khMEP7jRdQ6mMbNgEbFeqKuoQYerxg5NWzA5aZD/SfGRqtWzdG8eROMGTMMALBu/S701OmG27et+OWlpkFDQ11o3sr5kcpNY9dByPxYYjoXGemfkPktEsOHG2HU6FkoKSlh0qvmR42yuGki2yN6fqTVOj+3bl0JDocjkC8tLb3We4HAOKhFvjbmLfoLkbGekJCQQOeuHTBtwkLGFnW5LjZSaQBxCXHExiSw1oW6sMPfFtvg4+WPly+cf77ivxMxcXA4nJ9q0+8cC5U0atQA27atweWK+0b1+0V16mo+Uv5b/NbNlLKyMqSkpCAnJwdNTU1oamri3LlzaNasGc6cOYOOHTtiwoQJ2LdvHywtLVFeXv5D5To6OsLLywsPHz7E0KFD0bp1a4wZMwYjR45kZEpKSmBlZQU9PT307NkTK1euhJOTUy2l8snJyUF2djbGjBmDNm3aoFOnTjAxMUHz5s0BAGZmZpgxYwb27duHTp06oUePHti2bRurjEGDBmHDhg1o06YN2rRpAwsLC8yaNQtr165Fu3bt0LdvX5w6dQo3btxAUVER4uLicPXqVdy/fx8DBgxAmzZtsHHjRvTv3x9Xr179R22qvpuvPAn7r+zsfxdDhhoiJtGPCZKSdfsXAKZNH48UbggTKj9y19RUx5AhA3Hj2r06rc/Vq/xv1mKi43Hj6l3s23kYC01nQVz8z76fPWnqGEQl+PBDoi8MB/X9o/oAQFFRAY8eXUN4+GdERHxFeno4EyrHgY52N3Ts1A7Xr9ddPyxbNg9ycj/3cffPIiEhgcevbqJLt04YPmoQIuO9ISHBb7O8vBxOH7/4R/XXREZGGmfOWuDjR18MMZ6MYUOmMd+KSUkJfqOm3EAZCgpyuHfb/pd1SkhI4MnrChuMHoQvCT4C819TSx237C4gMSkFMdHxv6zrnzJl2jhkpH/CvHkzICMjgyNH+N+5ffzohyVLN8HYqB/at2v92/TdvvMIvXqNwOAhU/D5czRePL+FVG4oE77njON3oKioALuHV/HlS8wf11UbdveeYtrEhQCAxIRkXLh2vNbvJv8Uld/evH7pUqd6h480Rv+BvbBzq0Wd6v23oqAojxdOd9GksSZWrliAjPRPf3w+1JyPN23P1fotVn1TDlJv4b/AH/+VGR4ejj59+jAnPQDQr18/5OXlISEhgdm01EZAQACaNm2K9u3bi5SRk5NDmzZV3lC0tLTA5XJFylfSqFEjzJs3D8OHD8fQoUMxZMgQTJs2DVpaWozuxYsX11qGnp4e6zowMBBBQUG4efMmE0cIQXl5OaKjo/H161eUlZUJtIfH40FFpbqTh59v0+nTp3Hq1CkA/IU6NDQUDRtJg5taJaOurorg4DCh+TMyMlFaWirwpFxdXRWpqWlC8/wo35iy2U/V1dVUBJ5QVsJNFXwCrVaLPAB4uHvB/rEDc135w01dXRWpKVVtUFdXRVCQCDuk8+ta80nXj9jhxXNH+HgHMNeVN2kTk+n4lpGJ588d/6h+UWVV2t3PJwiSkpJo0bKZwFO3Srip6QJjQE1dRaS8MF45OMPPJwgAMGL0YOzYs45pQ0q1kwkNDVUEBgq3Q3r6N74datRFQ0PQDgoK8njy5Aby8vIxbZopJCUl8PFjlVe4yhvV3HnTEBgYigD/EKY+f7ofBhr1Qc+e3UAIwSMHG+YBxwuXu0iIT0JE+Beh+dK46QLe4VTVVASeykpISMDqqiWkJCUwZsh05GTnAQCkpPk/CLprd0F0KvtEzHhQf5y3PoJlS9hOGCrXAIF5V63NXG46pKWloaysyDqdqi4zddo4NG/RFEMGTWHaO2/uGiSlBmHoCCN88PCulk8FSkoKcHzlxryGyNggNV1gzVBTFzyxlpCQwIVrxyApKYnRg6cz9ZKqmH9q6qrgcDh48PQafLz80biplsh1RNQ6qKauwjx15qamQVpaCkrKiqzTKXV1VXB/YGy8fOEE9w9eWLFyPkwXz0FAxRxQV1fFp0/88dCseROoa6ghKDBUaBmV80OjxpsG6kLmR05OLnJycvElKgaenn5ITQnBvr1H4eDAf0BXuU6pq6shhbVOqiH4p+eHmtD5+dj+OvJy8zBjxlIkJgVAXUMV1UtWU1Ot9V4gMA5qka+N3Jw8BPiFoLS0FBfP2+C0lQVGjhmCx3Yval3nfse6WJ0+/fRBCEFQxVrElPmH7dB/YG+0bNUcn+O8WPHiihogpUUoy/75zwl+mfIyEEJ+qk2/cyzIK8jjjt0lJCUmY+LkBSjmFQOoWjdq3q/+5HwcP37ET9ef8u/gX+E6RExMTOD0pPpxp6ys7HfLqPkUgcPh/PCJzNWrV/Hhwwf07dsXd+/eRfv27fHx48cf1i0vL8+6zsvLw5IlSxAQEMCEwMBAfP78GW3atEFeXh7ExcXh6+vLkgkPD8fJkyf/UZuWLFkCPz8/+Pn54cOHDygvL8fQIVUTVFFRAXr62vDy9Beav6SkBAH+ITAyqjpF4HA4MDTqCy8v4Xl+lJKSEgQGhGKgYR9W2QMM+8DHW3jZPt4BGGDYmxVnaNyXtVmpSWFhIaK/xjEh4tMXpKRwYWTUj5GpsoOfyLr6+4ew8nA4HBgZ9xWZp5K8vHx8/RrLhPDwz0hJ4WLylDG4desRSktL/6h+UWVV2rFLt44oKyuDjm53+HgFCM3j6x0oYPeBRn1FygsjP68AMdFxiImOw7ARRnj1whnJyVwYG7P7QV9fG56evkLLKCkpgZ9fMCsPh8OBkVE/eFazg6KiAp49s0VJSQkmT14AHo8npB8ikZLCxbBhRrhRcSpVV/2wacM+9Ok1CqGhEXjy0AFzpi0DACxfuAmysrLw9Q4Ums/XKwD9a/aDcR/4Vhv/lRupVm1aYOq4BQgKCGPsHvkpCulpGbhw7jqGDZyMYQMnw9SEv6k9f/Yq9u8T9DhWuQYYCqwBfeBdsQYE+AejuLiYJdO2XSs0b96EWSdk5WRRXl7OWrN4PB7Ky8vRqXM7dtmD+qFhowa4VeMVP4C/BgjYwKgPfL2qbFa5kWrVugWmjp2PwIDQajb4gtSUNIwaMwR2z64jKCAUO7eYQ1evB9MeYTYI9BdcqwwN+1bZICCEbwNDtg2aNW8C7x+YJ3l5+Yj6GoMXL5wgKSkJHo+H5ORUDDLuj3btWgEAMtK/wUBfGx9rGZ/C5oexUX98FDGnKmU4HA6ys3ME1qnqa3/V/Pze/GCPlZrzQ1FRAU+e2qC4uARTpy5CXl6e0HwDDHuLXNt9vQMwoFp/AN+/F9RGSUkJggJC0d+wF8DhQFpaChwOB/0H9v6j62J1ps+cgKysbNafR6gLO5w6fhHGfcdjcP+JTACA8vwMlOX+s4emvwIp5bHaVFdjQUFRHvceXUZxcQlmTV2K8PBIRH2NQdTXGISHRzLzsRJFRYU/Oh/r43SU8nv47SdTUlJSrI++O3XqBDs7OxBCmNMpDw8PKCoqomnTpgAANTU1lmOFnJwcREdHM9fdu3dHQkICIiMjaz2d+ifo6OhAR0cH27ZtQ58+fXDr1i307t0b3bt3h5OTE+bPn//DZfXs2RNhYWFo27atSF1lZWXgcrkYMGCAUJlfRVpaWuCoeNOWlYiKikFsbAJ27lqH5ORUPHv6mkl/8twWz568wgVrGwDAmdOXYXXhKPz9g+HjE4jlK+ZDTk4OtjYPmDzqGqrQ0FBD69YtAACdu3TknzbGJyEzMxsA0LRpYzRspIwmTRtDXFwcXbt1xPMnr7Fl+2oE+IfAzzcIS5abQE5eFrdtH/J1Wx1CSnIqDuw7BgC4cP4G7F/YYNnK+Xjzyg0TJ4+Ctk5XbFizm6lLg4bKaNpUC5qa/PeY21b8EOGmpjNPDM+euYLNlXaIicfO3euRnJyKp9Xs8Oy5LZ4+fQ1rK76DhDOnLsH6oiX8/ILg6xOIFSsXiLZDxd+e6NKlI3Jr2AEAHF44Yf6CvxAdHYsuXTrUmX4DAx3o6WvD/vFL7Nq9HhISEhg3YQRiouOgotoId24+AgCctjqI5KRUmP99HABw0eoGHj2/gaUr58HxlRsmTB6FHjpdsGntniq7N1BGk2bV7N62yu41v0/p3VcPs6YuwQcvP2zduhpfvsQgJiYOe/ZsRHIyF0+eVNnBweE27O1fwsrqOgDg1KlLuHTJEn5+wfD2DsCqVQshLy+HGzeqNkTPntlCTk4WCxashZKSIvO3QtLSMlivE79/742JE0chIyOzTvshoeLbnCOHzsD6oiWCKk4hxk8aCWkZKdyt6IeT582RnMzFwb9PAAAuW9viwbNrWLLCBI6v32L8pJHort0Vm9fuBVCxibh+HN16dILJjBUQFxdnnpxnZWajpKQE1mevY8XahfD84If42ASYLJwBgO8uPykpBQDw5JkNnj59jYsVa8DZM1dw3voI/P2C4evLXwPk5eRga8tvc05OHmxu3IeZxQ5kZmYjNycPh4/ugedHP+YHjYuzO/Yf2ArL4/tgbXUDYmJiWLd+CYqKeOjTXx9T/xqPAN9gLF42F8rKSkjjZsD5zTucsrJAShKXGYuXrGzw8Pl1LFk5D06v3DB+8ij00OnKjEUJCQlcvHEC3bp3wtwZyyEmxAZ3bj7Emo1LEB72GbduPMD5y0eRxk1nPVR69PQ6nj99g0sXbAEA585cwVnrw8xatXT5PMjJyTIbvtycPNjeeIADFtuQmZmF3Nw8HDq6G16efqwfda1aN4e8vDzUNdQgIyuNrhV/3yvi0xegpAhOTu/g5xcEa+ujsLN7hh071mLBgpn48MEHO3bw1+snT6pcxb+smB/nK+bHyVMXcfnSMfj6BcGHmR+yzPxo1ao5pkwZC0fHt0hPz0CTJlrYtHEFCguL8OoV+/Uy/jq5Cl8q1slduzcIzI/nz2/iydNXzPw4feoSLly0hL9fMHx8ArBi5ULIycnBxuY+gKqNlJysDBZWm583rt/DkaN7EBb4Cf6+QTCtuBfcqbgXnLY6iJRkLsyYe4ENHr+4gaUr58PxlSsmTB6NHjpdsLHGvaCJiHtBGjcdLVo2xfhJo+Dq7IGM9G94/dIVm7atRGFhEaKjYnHo2B5+HepwXTx9/CKWrJiHAP+QOrNDZagJKS8FyksF4kVRUFCIuGrfHSYmpeJTZBSUlRShpSn8uyJhlBdmY5bJ1Dq1QeVGSlZWFstNN0FBUQEa0vzzhcr7xukzl7F16yp8+RKN6Jh47N2z8Y/Ox5cv6/n7tVr4X/tc5Kf5x/4Aa7B48WKir69PoqOjSVpaGklISCBycnJkxYoVJDw8nDx+/JioqqqSPXv2MHm2bt1KNDU1ydu3b0lQUBCZMGECUVBQYMkYGRmRrl27ktevX5OvX7+SFy9eEAcHB0KIcNfojx49Ij/SvK9fv5KtW7eS9+/fk5iYGPLq1SuioqJCzp07RwghxMXFhYiJiZHdu3eTsLAwEhQURA4ePMjkb9GiBTl+/DirzMDAQCIrK0tWrFhB/P39SWRkJHn8+DFZsWIFIzNr1izSsmVLYmdnR75+/Uo8PT2Jubk5efbs2T9uU00Omp8kKSlcUlhYRJyd3YlO90Es1+UxMfHE/MAJVtyGdbtJbGwCKSoqIt5e/sR44ARWuvmBE0J1LTHdyMjY2twXKmN17hqJi00gRUU84uMdQIYZT2FcmLu//Uhu29qx3JovmLuafI78SoqKeCQsNILMmLyIlb5y6Raheg6Zn2Jk5GVbEovqdnB6R3p0MxZwIW524Dgrbn01O3h5+RPDgRNY6WYHjgvVbbp4A0vu7p3HJD4+sc719+0zmnh6+pHMzGzC4xWT4uJiUlJSQvx8gsiIQdMY97we7zzJnZsPWS57F81dw9g9PDSSzJxiykpfvWyrUN1HLE6z5E4ctSLxcYlEs0EnIi3djJiZHSfJyamksLCQODm9I126DGS5L4+JiSP79x9jxa1Zs5PExsaToqIi4unpR/r3H8ukDR06VWg9CCGkffs+rHLev/cmIcHh9TYO5GVbku2bDpCkxBRCCCHhoRFk9ODpjFtzj3ee5O7NRyxX56Yma8mXyn4IiySzpy5h0gy6DRHZ9smjTRi5Y4fOkdSUNFJYWEQ8P/gSQgjp13s047I8JiaemJudYLlH37B+D3sNMJzISldr1JFcsL5BvmVkkry8fPLE/iVp28qAJTN+zBzy3sObZGZmk28ZmcTVxYMMMppEtm3cT+LjEklREY/4egeS1NQ0cuKIFdFU7sSMxequzhfNXVtjLC5h0vS6DRZpg4mj5xJN5U5k9bJtImUq3ZTHxsSTg2YnWa7LN63fW7VWeQWQIUaTWemaKp3JRWubajZ4RTq07s2Seff2o1C93TsbMq6RW7TUJQ8fPic5ObkkNzePFBQUkMLCIuLk9JZ06TKA5UY5OiaO/L3fkhW3Zs0OElNtfvTrP4ZVtoODE0lJ4RIej0fi4hPJrdsPSdeuA4W6LTc3P8GaH927GbHSY2LiyYEDx1lx69btYuanl5c/GThwPJM2vOLPBQjj778tGfv6egeQEcZTGTfV7m89yW3bhyzX1Qur3QvCQyPIX5MXs9JXLRW+Jh02P03UlTqQbu0HkDevXAk3NY3weDySEJ9E/H2DSHJSSlUd6mFd3Lrh7zq1g7BAyM+7Rnd/9Yi0b99eIGxas/yn3aPXtQ0mjJojcly2a9+bmT8HWPerPzsfpaSbiqxTfaOt0bfewn8BDiG/d7sZGRkJExMTBAYG8l+3io5GbGwsNm3ahMDAQDRq1AgmJiY4cOAA83F0Tk4OTE1N4eDgAGVlZezfvx/Hjx/HhAkTGPfo3759w8aNG/HkyRPk5+ejbdu2OHjwIEaPHo1r165h7dq1yMrKYurx+PFjTJw48bu76dTUVCxduhSenp7IyMiAlpYWTExMsGfPHuYPqD18+BD79+9HWFgYlJSUMHDgQNjZ8Z9OtmzZEmvXrhX4Q8Xe3t7YsWMHPnz4AEII2rRpg+nTp2P79u0A+MfBBw4cwI0bN5CYmAhVVVX07t0b+/btQ7du3f5Rm2qiJP/7PmL+FaQl/vyHzd+jsKS4vqtQ7yhIydR3FZBVlP99oT+MhJj494X+IMrSf9YRxY+QV1JUr/rlJOr/Q2teWf17zsqv536o77kAAAqS9b8uVf+muz74zT/DfomEqBf1qr9pm1H1qh8Asnj1f3/iFdWfU5za6KH55x1IiSIw5f33heqZ376Zovz7oJspupkC6Gaqkvr+AUk3U3QzVQndTNHNFEA3UwDdTFVCN1OC/Bc2U/8KBxQUCoVCoVAoFAqF8l+jbv8ATz2hoKAgMs3BweG3O4GgUCgUCoVCoVD+P0D+I3/vqb74n9hMBQQEiExr0qRJ3VWEQqFQKBQKhUKh/L/hf2IzJcpFOYVCoVAoFAqFQhFN+b/gu75/M/SbKQqFQqFQKBQKhUL5Bf4nTqYoFAqFQqFQKBTKz0O/maodejJFoVAoFAqFQqFQKL8A3UxRKBQKhUKhUCgUyi9AX/OjUCgUCoVCoVAoQqEOKGqHnkxRKBQKhUKhUCgUyi9AT6b+B+BwOPWqv6CEV6/6AUBJSq6+q1Dv5BYX1ncVoCgtW99VQFl5eb3q/zf0g5R4/S79CpL1Pw7Exer/WaK0uGS96her53sDAEiIidd3FZCan1Wv+hWkZOpVPwA0bTOqXvUnRL2oV/0A0Kzt6Pquwr8W6oCidur/bkKhUCgUCoVCoVAo/0HoZopCoVAoFAqFQqFQfgH6mh+FQqFQKBQKhUIRCnVAUTv0ZIpCoVAoFAqFQqFQfgF6MkWhUCgUCoVCoVCEQh1Q1A49maJQKBQKhUKhUCiUX4BupigUCoVCoVAoFArlF6Cv+VEoFAqFQqFQKBShUAcUtUNPpigUCoVCoVAoFArlF6CbqX8J165dQ4MGDVhxFy5cQLNmzSAmJoYTJ05g79690NbWrpf6USgUCoVCoVD+9yD1+O+/AN1M/UuYPn06IiMjmeucnBysXLkSW7ZsQWJiIkxNTbFx40Y4OTn9dNmt27T8rswi09kICnVDanoYnFzs0FO3OytdWloKR4/tRXSsDxJTgmBz8yzU1FVYMj17dsOTZzaITfBHbLwfHj6+iq5dOwIAdu5ah5hYX+TkfkVmZiS+ZUYiJPQtdu/ZAAkJ4W+bmi6Zg7Bwd2R8i4Cr22Po6vVg0ho2VMZRy73wD3BCesYnfIrwwJGje6CkpMjIdOvWCdeunUJCYgASv4Ui8VsIvILeQLtnt1ptMWb8cLzzeoboFH84ezzGoKEDmTQJCQns2Lsezh6PEZXoA/9wV5yysoCGphqrjGu3z8An2AnRKf4I+OSG09YHWTLzFv0Fr6A3iE7xx3PHO3VSJ4DfD1++eiItIxxPn9mgzQ+MDdMlcxAa/g7p3z7Bxe0Rqx8AYP6Cv+Dw8jaSUoKQVxANZWVFgTLatm2FD54vkPItDNysT4hO8MO8hX/VqnfchBF47+2A+NQguL1/giHV2lzJlu2rERLxDnEpgXhgfxWtW7dg4hK4wUjLjhAI33I/Q6eGvRcunoWAEBckpYXgjfMDoeP/sOUefIn1QlxyAK7bnoGaGnv8N2mqhTsPLiIhNQgRXz9i34EtEBcXF9q2Xr118S07Eu4fngEAduxci8ioj0j79glfY33wJdoLOflfMXrMUJH2WWw6B8Fhb8HNCIez60Po1qjzvPkz8NzhFlLTw5CT/1WkXE3GTRiBDz4vkcANxtsPTzFkmKGAzNYdqxEa6Y741CDY2V9D6zYtWOl+wc5Iz4lkhdXrTJn0WQumwsX3KULi3+OJy20ExrrD94uryDqNGDcEL9/bIST+PZ653YXhkH6s9EOn9+Jzmi8rXL57mklv0kwL5id2wdnnCYLjPODkZY8NW1dAUrJq7TFZOAMfAl7hS5Ivnr65Be2eXWu10+jxw+D68Qm+JPnC0f0hBg0ZwEpfv2U5XD8+QWS8F0K+euD2w4vQ0a0adyYLZ9T5GlBzXXrmeBveIU6ISvbD0ze3f6AOw+Dm+RRRyX5w9HiEQUOr2iwhIYHte9fD0eMRPid4wzfMBSfPmwtdhwYPG4inb24jOjUA0WkB+Mr1x+PXN9HjOzYfNW4onD7aIyLRG6/e2cF4SH9W+trNy+D00R7hcZ4IinLHzYcXoK3LbpO7vwNiM4JYYePG5QK6du9ej+hoH2RmRuLFi1s/tFYuWTIXEREeyMqKxNu39tCrsVaeOWOBhAR/FBTEorAwFsnJwZg0aXStZf6O+ViJlJQkXNztkZ4Tia7dOjHxW7avRmxqIFKywpGcGYaAcDds3blG5L157IThcPd+gdjUQLi+f4LBNdbmUWOH4u6jywiP/ojU7E/o0q0jK71BQ2WYH94JDx8HxKQEwDfEGWLyKgCHU6sthOETEIwVm/fAeNwsdO03Ek5v3/90GQAgJqME7yBHxKQE4IXjHYF7RE3Gjh+Od17PEZMSABcPe6E2uPPwEsK+fkBKVriADQCgRctmuGJ7GqFfPPA5zhsXrh77pbpT6h+6mfqXICsrC3V1deY6Li4OJSUlGD16NLS0tCAnJwcFBQWoqKjUUopwHj2+CmlpKZHpkyaPhrnFdhyyOIWB/cchJOQTHj2+BtVqPxYtDu3EiJGDYTJ3FUaPmAlNTXXY3jzPpMvLy8Hu0VXExydhsPEkDB82HXl5+Xhofw0bNy7HsmXzsW/fUZibncBHT19wuWnYscMc8+fNwM5d6wTqNHnyGBw8uBMW5ifRr+9oBAeHwd7+BvMDVktLA1paGti+3Rz6esOwxHQjhg41xLnzh5gydHS6QllZCfLy8jDbawnzfceh1VgDD59dg4pqI6G20DPQxvnLR3DL5iGGDZyMly+ccPXmaXTo1BYAICsng249OuP4ESsMM5yChXNWo03bVrh++yyrnPfvvGA6fx0G6I/Gorlr0KJlM1y8fgIAMG7iCOw12wLLQ+cw3HAKwkI+4fbDC3+8TuvWL8HSZfOwZvVOGBlORH5BIR4/uV7r2Jg8eTQsDu6AhflJ9O87BiHB4Xhsf521kZCVlcGbN244euScyHIcXt1Bly4dcOTgGfw1ZTESE5Jw2HIPOnZsK1Re30AH1pctcdPmAQYNmACH5064fussOnZqx8isWrsYi5fMwcZ1ezFi8DQU5BfCwekeFi/lx40aOgPOju8QH58InS7G6NKuH2yu30NMdDz8/YKZciZOGoUDFttx+OAZGPefgJCpO/xzAACam0lEQVSQcDx4dAWq1frD7OAOjBg5CPPnrMbYkbOgqaWOG7eq7CsmJoa7Dy5CSlISI4ZMx4olm/HXrEnYtnONQNuUlRVx4eJRuLnyb/pr1y/BkmXzsHb1Tmzbsh+ZmVnAd95PnzR5NMwPbsdBi1MY0G8sgoPD8dD+OmvOysnJIjmFy2wYRg2fUSUnYqzpG+jgwpVjuHnjPoz7T8CL5464IdTuc7Fx7R4MHzQVBQUFuPfwisA4sjhwAp3b9mXCJWsbAMCESaOw/e/1OHP0AiYPN4G6piokJSXBEfFDSke/O45bm+HBzccYP2gmHB1cce66Jdp1bMOSc3PyQJ8uw5iwznQ7k9a6XUuIiYlh90ZzjBowDWa7LDF73jRs2bUWADB24gjsPrAZxw+fx0jjqQgLiYDtA2uRc1LXQBtnLx7GnZuPMMJoKl6+cMYl21PMnASAr19isHOLOYb0n4RJo+YiIT4JN+0uoJFKQ0ZfXa8B1dela5dvo4dOV/B4PIww4rf5pp3oNusZaOPspSO4bfsQww2n4NVzZ1y2rVGH7p1w8ogVRhhNxeK5a9C6bStcvXWGVc6osUNx0uogPoXxHx5aWpyB2Z5jCA+JgM19K9E21++B0xcP4Z7tI4w2nobXL5xxweYk2ldbQ6KjYrF7izmGDZiEyaNMkBCXBJsHVmik0pBVlqX5Geh1MmbCuXNXWekbNizD8uXzsWrVNgwYMA75+QV49swW0tLSQusGAFOmjMXhw7tgZnYCvXuPRnBwOJ4+tWWtlRwOB0pKStixwxx//bUUOTm5sLU9C3V1VaFl/s75CAB79m9GSgqXFTdh0iisWW+Kh/eeYv7sVXhs9wJKSoqYM28aNm9fJVCGnoEOrC5b4pbNAwwZMBEOzx1x7dYZVp3k5GTh+cEXB/YcFdouTU11aGipY9/OwzDsMxZrlm+DmJQsxBUEN97fo7CwCB3atsaODYIb4h+FIyUPMXkVWB46i2GGkxEaEoHbDy+KXCf58/EobtvYYejASXComI81beD10Q8H9lgKLUNOThZ3H10CIQSTx83D2BEzISkl+ctt+NMQUl5v4b8AhxD6Vdmf4tmzZ5g9ezYyMjIgLi6OgIAA6OjoYMuWLTh48CAAYNGiRSgqKsKQIUOwdu1aZGVl4dq1a5g/fz6rrOjoaFy7dg2PHz9GQEDAT9WjqIiH5Us3w+7BM6HpTi528PMLwqYN+wDwF/ywCHdcsLqB48esoaSkgKgYbyxasA72j18CANq1bw0fvzcYbDwZPt4B0NHpBtd3j9G5Q38kJiYDADp3aY8Png5IS8vA8WNWOHnyIgBASUkR0TE+WGK6EXp6PdBTtzuGDZ3GqpOr22P4+gZiw/o9TJ0iP3+A1fnrsLQ8D2FMnDgKl68ch5pqZ5SVlbHK2beVv8kyP7ITM+dOwVGLMzhz4pJAGVZXLCEnJ4u5M6oW5mdvbiM0+BO2rN8nVG8Pna546XIPel0HIzEhWajMsJHGuHrzNFqoa8P+pS0C/IKxY7MZ0zbfUGdcuXDzj9bJ/5MrTp28hFPV+uFrjDeWmm7EAxFjw8XtEfx8g1j9EPH5PazOX8cxSyuW7IABveDw6g6aaHVHdnYuE6+i0hCx8X6wf/wSi0z4mwsFRQVEJ/jC9sZ9rFu1U0DvxavHIScni1nTlzJxDo53ERL8CZvW8esSEvEO585cxbnTVwAAikoKiIrzwYN7T7DcdDMTF/b5PVYt34pn9q8R9OktLlrZ4Ojhqh+Zb5wfwM8vCFs2/s20MfjTW1y0tsHJYxegqKSAz9GeMF2wAU/sq8a/p+8rDBs0FT7eARgydCBu37+Azu36IS0tAwAwb8Ff2Pv3JrRr1QslJSVVbbtyDFFRMSgrK8fosUOhrq6K06cu4fTJS0y/fIn2goyMNP6avgTPn70RsI+z60P4+QZh44a9TJ3DIz1gbXUDx6v1i7PrQyQnp2LsuOFo1rgHcnLyEB7pgUvWtjh1/IJAuZeunoCcvCxmTlvCxL10uoeQoHBsrLB7aKQ7zp2+grPV7B7+5QNWLduKR3bPAfBPpqzPX4f1uesCOl4530dY4Cf8vfUwNu1aBXVNNRgPGwBpGWl0a9ZXQP7ERQvIycnCdNZaJu6+wzWEh0Rg9yYLAPyTKUUlRSw32SCQXxQmy2dizvxp6NdzJJ6+uYVAvxDs3GLO2NM72BFXL97C2ZOXBfKeu3wUcnKymPfXCibuyeubCA2OwLYNfwvVp6Aoj0+xnpg+YSG27lqDQL8QbNt0gNFXF2tAdZ473sG3b5kYNGQAWmnooKysDN4hTvw2C6nD+ctHIScvC5MZVW1++voWQkM+Yet64W3uodMVL5zvQr/bECQlJENcXByega9x9OBZzDKZikD/EOzdepCxwcfg17h28TbOn7wiUNaZS4chJyeLBTOrfuA/emWLsOBP2LHxgFD9CoryCI35gJkTF8PjrScA/snUFaubuGJty8il5mex8kVH++DkyQs4cYI/R5SUFBEX54vFizfg/v2nQnW9fWsPX99ArFu3m2nPly+eOH/+Go4ePSdUplu3TvD2foXTJy9i364jAmX+rvkIAIOHDsR+822YN3sl3ns7wKjfeIQEh+OV8334+wVjR7Wx6B/mitiYBAAE40fOZtXpwtVjkJOTw+xqa/MLxzsICf6Ezev2smSbNW8Cn2AnDOo/AaHBn4TarZLEeDeIK6qjNCO6Vrna6NpvJE5a7MLggYLrSG2IKzcGKeWhiVZvAHwb+IW64PIFW6Hz0frKMcjJyWLOjGVM3PM3dxASHC4wH5s1bwzvICcMHjCRZQND47649eACOrTshbzcfAD8vvsc5/1Tda8rWqn0+L7QHyI6I7DedP8o9GTqDzJgwADk5ubC398fAODm5gZVVVW4uroyMm5ubjAyMmLlmz59OhwdHQEAXl5eSE5ORrNmzX65Hj4+AdA30BGaJikpCW2drnB1qToaJ4TA1eU9k0dbpxukpKTg6uLByHyO/Iq4uEQYVMh8/vwVGRnfMMdkKiQlJSEjI405c6chKioaamoqcKmWNycnF97eARg6zBBDhhrC3d1ToE46Ol1ZeQghcHH2gEGvniLbqaSsiJycPGYjJawcJSVFcFPToGugLbQMPX1tvHP7wIpzdfaAroHohURJSRHl5eXIzs4Rmt6ggTImTR0DH09/cDgcdNfujHduH1lte+f24Y/WqXmLptDUVIeLizsjk5OTCx/vAJE2rbJfVZ4f6Yea5OTkgRACBUV5yMnJQlxcHHPnTUNhYRE0NdWF5tHT18ZbV3abXZzcoaevDQBo0bIpNDTV8da1atw2atQAHA4HYpyqZS03Jw9+PoHQ19fBiFGD0KhRA9yytWO1sYdOF+aUqLKNbq7Vxr92V/74d2WP//i4ROhX9Jm+gQ7CQiOZjRQAODu9g5KyIutp5czZk9GyVXNYmJ8CwH/tRlNTnTW3KvtFFJVztub8cHXxYOZjdbkA/xABOX1RY81Am2ULoMLuFeW2aNkMGprqcKvWN5U21qtR5up1poiM8YTzu8dYuXohxMXF+fbW7oL3bl7o3V8fI8cNwb4th/Al4ivExYXfjnT0uuP9W/Ya8c7lA7T12K8r9uqni49hb/Dqgx32Hd6GBg2VhZZXiaKiArIycyApKYFuPYTNyY/oqS98junq9xCYk27O76ErQl5SUgKzTKYiOzsHkRFRIvT92TWAXR9JdNfuDCVFBfh4BaC0tBSEELi7fRTZBl0Dbbxz/ciKc3X2gK6+8Drz66CA8vJy5FTUoVuPztBqogkOhwMd3W6YOGU0rt89h/Yd21bo9xRp8576PeDuxh4Hb53fi5SXlJTAzLlTkJ2dg7CQCFbasjULEPD5LV643MWSlfNYr+O2atUcWlrqcHZmr5Xe3gHo1UtXhC5J9OzZjZWHEAIXF3f0qlgra8rIyclizpypyM3NQ7v2bYSW+7vmo5qaCo6fOoDlpptQWFjEqncP7S5wq3H/9/MNQpduHfDBQ/CHva6+Nmvd5dfJg1mbfxmOGFBPpxAcCWmQkkLmunI+1lzTKtHV74G3AvPRXaS8MKSkpUAIQTGvmInjFfF+qt6Ufw90M/UHUVZWhra2NrN5cnV1xbp16+Dv74+8vDwkJibiy5cvMDRkvwMtKyvLvM6npqYGTU1Nkd9e/Ahp3HRoaAg/PldRaQgJCQlwueki86irq4LH47FOG2rK5OXlY/TIWZg+fQJS00ORlBqMIUMHYs/OwwAALjeNyefkbIe+ffUwe/YUvH/vjf1/s98TVlGtqFMqu05cblqt7di6dRWuXr0tshw9A22MmzQC/r7BIl+rUNNQRRo3gxWXxk0XKS8tLYWd+9bj8YMXzNOlSnbsXY+oRB+Ex3xAk6ZamDdzJRqpNICEhATSBOyd8UfrpK7Bl63Zz9zaxobIfhCdR1Q5HA4HTZtqITrRDwncICxbMR/2jxzQsFEDoXnUNVQFx2RaBtMOdXW+/up2qYyTU5ATmm/WnClwcXJHUlJKVd0qxr+w/tCoKE9dQw08XjFyaox/Ljcd6pVzRENVSBn8a42KOrdu0wK7923E4oXrmQ1/5TcJwvpFFKLqXLNfKuUys7JF1rsmwtrBl6+0uyqrbSzd6lVlXrSygen8dZgwei5uXL2DtRuWYu/+zUydeEU8HDq9F1tW70VeXj5yc/NZm+DqqKqrIJ37jRWXnvaN9c3mW6f32LRiN+ZOXoYjf5+GQd+euHTnFMTEhJfZvFVTzDediZvX76FRpT3T2HMsvdp4q4mauirShcxJtRpzcvAwQ0TEeSEq2Q+Ll87BzEmmEONwhOr702tAJTv2rkdE7EdISEhASVkRC2aurCozLUOgDdXbLMxGNb+drV6H7XvX47FdVR2at2wKgP89GYfDwb4dh5GdlYO7Ty5DuYES0rm1608Xqp8tP2jYQITFfkRkkg8WLpuN2ZOXIPNbFpN+7cItrFq8GTPGL8TN6w+wYt0imJtXvRJaOYdqzsHUVNHrnqpqI6H30ep5KmX69NFDeno4vn2LwPDhRrh374nA95eV/K75eNrqEK5duc16sAJUW0vS+Pmfvb6N2NRAjB47FEVFPBwyOyWiTjXGYlq6yLnyIzRq1ADicg1QXiT8geQfRUyc/4pxeRkrurb5KHy9Fy0vDD/vQBTkF2Lnvo2QlZWBnJws9hzY/PP1ryPKQeot/Begm6k/jKGhIVxdXflPOt69w6RJk9CpUye4u7vDzc0NjRs3Rrt27b5f0E+Qm5uLnJwcJtTFi5wyMtI4c9YCKSlcFPOKUVxcjNatW+CAxXYB2blzVsLZyR2enn4YMcIYa9eaCinxx1FUVIDdw6v49OkLzA6cECrToVNbXLt1BscOnUN8XOI/0leJhIQErK8dA4fDwZYNgq/anD91BUMHTsb0CQtRXlaGU1YHf4veH6lTw4bKGD56EL4k+OBLgg/rQ/v6IjMzG2NHzMLwQVPx4rkjxowdCknJf/aOuJf/a8Qk+iEm0a/WNsrIysB4cH/ctHnwj/T9KmJiYrhw+Rhev3TFW48nSEoNxoZNy0R+J/Rf5/zZq/Bw90JYaASuXbmD3TsOYtGS2ZCU4vfRktXz8PThS3h/8P8t+p4/fg3nV28RGf4Fjg6uMJ21Fj16dkWvfoInCRqaarhy9wye27/GrRt2Qkr7fbx398Jww8mYMGI2XJ09cP7KUZEPEH4XP7IuzZi4CABQXk5w0srij9TB6iq/DtVfe6zc3F6xvgkAiPoSjY2rdoEQgtHjh/0W3R/cvTHSaComjZwLNycPnLt8lPUd1qXzNvjo4YNPYZ9x89p9PLd/jdWrFyE9PRzp6eF/fK10dHyLXr1GYsiQKfj8ORpjxgz9o+vA4qVzoKAgjxOW1t+VNZ2/DkMHTsJrBxcoKyti+eoFf6xelSgoyuPmfWuQshKUF2T+cX3/FjIyMrF43loMG2GEqERfRMZ5QUlZqb6rRflF6GbqD2NkZAR3d3cEBgZCUlISHTt2hJGREVxdXeHm5iZwKvU7GDBgAJSVlZmgqtYAqalpQmUzMjJRWloq8ERFTV2VycPlpkNaWlrAS1t1manTxqF5i6aYNmUR+vYejb69RqOPwSimXPVqT8kSE5MhIysDX59A7N51CNt3rGU9Qc5Ir6hTjSdd6upqAu1QUJDHY/vryMvNw4zpS1BaWipQTs+eXXHf/gpsr93HiaPWUFNXEfnkPy01XeBJq5q64CmJhIQELlw7hqbNGmP6hIUCT38B4Nu3LHyNisVb1w9YunAjhgw3RMtWzVBaWirwNPV312niaBMM6T8JQwbwQ0ZGFgAI9LN6tT6sieh+EJ1HGF27dAAhBNZWN+Dl6YegwDBs2bAPBBDp/IKbKvjUXU1NhTklqzzpXLxgHYwHTIDxgAnIyODfiAvyCgTyqag0xLdvWXj5wpndxorxL6w/Uit0cFPTIC0tBaUa419dXRXcyjmSKngqUXmdmpoOBUV59NTtjhkzJ0BGRhoyMtKQkJBgPISNGDlYoGxRiKpzzX6plGvYQFlAjiui/4S1gy9fafd0VttYurmix4SvD3/9k5eTR2lpKbrpdMHC5bMRnuyJ8GRPDBzUB+IS4ghP9sSUmeNYedO5GVBVZ38IrqrWSODpeHXiYxPxLT0TLVqxX49W11CFzWNr+HkFYvPavQCAb5X2rHE6oFptvNUkjZsOVSFzsubT6sKCQsREx8PPJwgbV+9GWWkZho4wFqqvLtclf78QlJaW4rK1LQYPM2Re7VNTUxFoQ/U2C7NRzX7gb6Qs0bRZY/w1cRGrDtwU/hgJ8A9GaWkpVNVUUFxcgrjYRDRpqgVV9dr1qwrVL2jz2Oh4+PsEYfOavSgtLcX02ROFlgkAt23swOFwMG2aKQwMRiA9nb+O1JyDGhqi17309G9C76PV81TKyMvLISoqBu7uXvjrr6Vo1KghxMSEb6Z+x3wcMLAP9A20kZQegpRvYfAO4H+D6ehmh91/b6wYi/z8SYkpiIyIQmZmNsLDPmPj1pUCp7tcYWNRTVXkXKkNeQV53LG7hLy8fJTlpP50/t9CeRkIIYAY++2f2uaj8PVetLwo3Fzeo7fOcHRt2w+d2/TFqiVbfq7udQghpN7CfwG6mfrDVH43dfz4cWbjVLmZcnV1Ffhe6p9CCMHHjx+RnZ3NBAMDPXh7CX8CXFJSggD/EBgaVX2wyeFwYGjUh8kT4B+M4uJilkzbdq3QvHkTeFXIyMrJory8HLm5efj6NRZfv8YiKioG5eXlyMrKhlG1vIqKCtDX14anpx/ExMQgKSnBWrBLSkrg7x/CysPhcGBk3Bdenn6scp48tUFxcQmmTl0EHo/9vnFJSQk+ffqM/Qe24d5texw8cBIcDgf9B/aGr1eAUHv4eAegv2FvVtxAoz7w9ar6ALLyB0ur1i0wffxCZGZm1yxGgMr2iYmLIyggjKXjT9QpMSEZMdFxTIj89AUpKVwYGVW5lFZUVICevjbLptWp6oeqPML64XtISvE3TP37G7DKkZWRYZyVCGvzgBptNjTuy3xLFBuTgNQULtq0bYXor3GI/hqHxMRkEEJQVu29ewVFefTU64GWrZrh3p3HrM12ZRsD/UMx0LAPq26Ghn2rxn9ACH/8G7LHf7PmTeBd0WfeXv7o3KU9y/uT8aB+yMnORcSnL8jNyUM/g1Ew7DsO/fqMQb8+Y3Dl0i1ERkQhPf0bVKqdVlT2iygq52zN+WFo1JeZj9Xlemh3FZDzFjXWvAJYtgAq7F5RbmxMPFJTuCyZShv7iCgTALp174SysjIkp6QiMCAUb164YJzxTIwznonxg2YhP68APB4P44xn4vVzF1Zef58g9BlgwIrrZ9gLAT5BIvVpaqmjQSNl1g88DU012NpfQGhgOLau3sfcpEtKShEcGIb+A3ux7NTfsBf8vIV/+OzrHYj+A9njc4BRH/iKkGfKrVjvhOqrw3WppKQEQQFhMOjDP7mTkpKqqEMvkW3w9RJSB+M+8K32fV/lRqpVmxaYPkGwDkGBoSgq4qFFy2bMOighIYGmzRojMSEJ/QaKtrmfdyD6VbMZAAww6i1SvhIxMTFISYn2WNq6TQuUlZXBzy8IX7/GIjw8EsnJXBgbs9dK/j3LV2gZJSUl8PMLZuXhcDgwMuoHz4q1UpiMmJgYxMXFK5w9CPI75uO2zfth2HccjPqNh1G/8ZgxZTEAYNG8tdi/1xKBAaEYaMRe/wYY9kbM1ziBezMA+HoHYICwOtXynacwFBTlce/RZRQXl1Q4Vqm/H82klAeOpCxzXTkfRa1pvt6BAvengUZ9a10Da+PbtyzkZOcKjG/Kf4f6f/fn/zkNGzZE9+7dcfPmTZw5w3cRO3DgQEybNg0lJSW//WSKw+FARkYGMjIyTFxMdByePX3NXD95ZoOnT1/jYoWr4rNnruC89RH4+wXD1zcQy1fMh7ycHGxt+a9E5eTkwebGfZhZ7EBmZjZyc/Jw+OgeeH70YxZQF2d37D+wFZbH98Ha6gbExMSwbv0SlJaWwdr6BjZvWQUtLQ0kJ3MxbLgR0tIyIC4uhn1/870M2ttfx5Onr2BtdQMAcPrUJVy4aAl/v2D4+ARgxcqFkJOTg43NfQBVGyk5WRksXLAWSkqKzN+YSkvLQHl5OTp3bo/mzZpAWloKyUmpMOiji9kmUyGvIIc7Nx8BAE5ZWSAliQvzv48DAC5Z2eDh8+tYsnIenF65YfzkUeih0xWb1vI9J0lISODijRPo1r0T5s5YDjFxceYJVVZmNkpKSqCj2x3aPbvC66MfsrNy0KJVM2zevgrRX+Pg6xUA67PXcPK8BQL9QxDgG4zFy+ZCTl72j9apsp83b1mJqKgYxMbEY+fu9UhOTsXTamPj2XNbPH36mumHM6cuwfqiJfz8guDrE4gVKxdATk4OttVel1PXUIWGhhrz98y6dOmI3Lw8JMQnITMzG16efsjLzce8+TPATUlDgH8Idu3dCHEJcZw+zvcseMbqEFKSU3FgH//7uQvnb8D+hQ2WrZyPN6/cMHHyKGjrdMWGNbsZvdbnb2D9pmX4GhWLuNgEbN2xBpmZ2Rg23BjDRw5i4rKysvmu/K/z6/zo6XU8f/oGly7wvXmdO3MFZ60PI8A/BH6+QVi6fB7k5GRxy4b/ClhuTh5sbzzAAYttyMzMQm5uHg4d3Q0vz6rx7+zkjohPX2B18Sj27DoMDQ1VbN+1Dpcu2qK4mP+BcXj4ZwBAacW7+WlpGSji8XDq5EWsW78U4eGfweWmY9/fm5GRkYkmTTTRsmUzdOveCZbH9uHB/ae4UDFnz5y+DKsLR+HvHwwfH/6cFdYvT+xfYtcevoe74SMHY8zYoVCQl8ftCiccZ60PIzkpFQf2WVbY9DqeONhi+coFeP3KFZOmjIa2TlesX72LKdfq3PUKu8cgNjYB23auRUoyFy8qvA7qGWhDV68H3N96Ii8vH/oG2thvsR337z5BdlYOzp+5irNWh+Dh5okgvxDMWzIT4hLiKOaV4POnKBw+sw+pKWmwPMBfL69fuI2b9hexYNlsuL5xx+iJw9BVuzN2buB7w5STl8WqjaZ49cwJadwMNG/ZFJv3rEFsdDzcXfgfiVdupBLjk3Fwzwk0Um0IuTL+t3Vp3AxcOHcDx8+aITAgFAF+IVi0dDZk5WRx99ZjAMCJc+ZISebi4P4TAIDL1rZ48PQqTFeYwOn1W4yfNBLdtbtgS4U3M1k5Waxeb4o3L12QmpKGRioNYbLoL2hqqeOZ/St8jvyK42fN4F+Ha0DNdcnV2QNrNy5BGjcDWVnZOHhsN2TlZXG3og4nz5sjOZmLg39Xa/Oza1iywgSOTJu7Mid8EhISuHD9OLr16ASTGSsgLqQOebn5sL16Dxu3rsC9O/ZYunI+OnfpAHFxcfTU6wE5OVncr7D5sXNmSElOxeH9/O92rlrfxN2nV7B4+Vw4v3mLsRNHopt2F2xd9zdj85XrF8PxpSu4KWloqNIAJgtnQENLHc/t+WtcT73u0Nbtjg/uXsjLy4eufg/sOrAZt28/Qla1bwvPnLmMrVtX48uXGMTExGHPno1ITubiyZOqtdLB4Tbs7V/CyorvsfLUqUu4dMkSfn7B8PYOwKpVCyEvL4cbN+4B4Du2iI6Ow8KFsxATE4+UlDTs378FAMFhi9N/bD7W9OSYn88/uY+JjkdyUirOn7mK8xePQFxMDE6v32Ly9LFQbqCE3n31YP/QAcfPHEBKMhdmzNpsg8cvbmDpyvlwfOWKCZNHo4dOF2ystjY3aKiMJk21GAdDbdu1AsA/0UnjpjMbKVlZWSw33QQFRQWAU3EyRNjfLn2PgoJCxCUkMdeJSan4FBkFZSVFaIlwcFST8sJsiCuqYdpf4+EvZD6etjqI5KRUZj5etLqBR89vYOnKeXB85YYJk0ehh04XZj4CfMdTTZpVs0Fbtg0AYMasiYiM+IqM9G/QM9DG/oOCn0VQ/iMQyh9nzZo1BAAJDw9n4nr06EE0NTWZ66tXrxJlZWXm2t/fnwAg0dHRTNyePXtIjx49flq/To9BREm+NRNiYuKJudkJVtyG9XtIbGwCKSoqIt5e/sTYcCIrXa1RR3LB+gb5lpFJ8vLyyRP7l6RtKwOWzPgxc8h7D2+SmZlNvmVkElcXDzLIaBKRk21BzM1PkMzMbFJWVkZKSkpIXl4+CQ2NILt3HSING7QnMTHx5MCB40ROtgUT1q3bRWJj40lRURHx8vInAweOZ9KGD5susr0dO/QjcrItyIEDx4WmpySnEk3lTkRTuRPxeOdJ7tx8yFxrKncii+auJZ8jv5KiIh4JD40kM6csYdL0ug0WqXfi6LlEU7kTMeozjrxz+0AyMjJJYWERiY2JJ9cu3SbaHQ2ZcrZt3E/i4xJJURGP+HoHkpGDpv/ROmkqdyLysi2JhflJkpLCJYWFRcTZ6R3p0c2YyMu2ZEJMTDwxO3CcFbd+3W5mbHh5+RPDgRNY6WYi7Gy6eAMj07/fWBIe/pmUlpaS8vJykpubR3ZsMSOqSu2JqlJ74v72I7lta8dcqyq1JwvmrmbaHBYaQWZMXsRKV1VqT44cPENSK9rj6uJBDHSGCcS9fOFEPD/4MnliY+LJQbOTpKFCWyZsWr+XxMUmkKIiHvHxCiBDjCaz0jVVOpOL1jbVxv8r0qF1b5ZMt04DyeuXLiQ/v4CkpWWQ0ycvElXlDiyZhgptiaJcK6Io14qYHzhBAgNDiaJcK3Kwol94PJ5QW+bm5hHzAyeYvIpyrciGav3i7eVPjAdOYKWbHzghtCwL85NERbEdUVFsR9zffiS3bO2YaxXFdmT+nFXkc2QUY/fpkxex0lUU25EjB08z48jV2YMY6Axl0oz7jyfeXv4kKzObFBQUkk/hn8nfe44SLZXOjMzeLQdJQlwS4RXxSIBPMDl95ALJzsohbVV7ko/u3sTu9hPSVrUnE1Yu2EyiPkcTXhGPRIR9JgtnrGLSujTtQ946vyfp3AzC4xWT+NhEcvu6HenVaQgjs3nlHpFzpEnDLqRJwy5kx6YDzJz08wkkY4bMYNLev/Mid28+Yq6bNOxCTOetI18q52RYJJkzdSmT1lpTh7x48oYkJ6aQoiIeSU5KJS+fO5FRg6YL1VcXa4Cwdenjex+SlJjM1GH04OmkcYPOpHGDzsTjnSe5e/MRc924QWdiarKW1ebZU5cwaQbdhoisw+TRJoxcc9Xu5PypK4SbmkYKC4pIYWER4fGKiZ9PEBk3dCZp3qgbad6oG3n/zovcu/WYuW7eqBtZOm89+fI5mhQV8cinsM/EZNoyJq2dli5xePqGJCfxbZ6SnEpevXAmYwbPYGRGGU0jvt6BJCsrmxQWFJLIT1/Iwb9PEEXFNkRauhkrmJkdJ8nJqaSwsJA4Ob0jXboMZKXHxMSR/fuPseLWrNnJ3LM8Pf1I//5jmbSWLfWIg4MTyc7OIeXl5aS8vJykp2eQv/5a+kfnY82g3cWIEEKIYd9xTJztjfuEx+OR8vJyUlpaSqK/xpIDey1JM7VuxP2tJ7lt+5CoK3VgwsJqa3N4aAT5a/JiVvqqpVuFjoPD5qeJulIHMmHUHJFjpTgjlhSnRf1wcH/1iLRv314gbFqz/KfKKc1NqzYfA8iIQf/X3p3H1ZT+cQD/3PbSvlpD9qVVjL3sYex7iJBlCGVfyr7MmKRsoaisY2dshVQKKa0orWRpUVQKaTm/P5ou171h/JxzGn3f87qv13TO6Xy/7r2de5/zPM/3Gc3oqbVk9NRaCv8eK3/WU2vJTLOZ99nf43SR/XNnSX4OtmzaLjzGfeteJuuf635yUhrjvHxTlc8L3z699nH9+C+gdaZqADVlyWVXuVJa/u/uNLFBVU7p6wf95N58ePf1g1imKFv1cBuulJXzuwhgdfh7kJPmd1CChrzK1w9i2bsy/ssQ8/1elKoGBVBkpL6/Uu2P8vk6U1xTllP4+kEsk66imiZXnqVc4jU+ADRoOpDvFJCZF893ChLV12z79YNY8uzV/a8fxDMa5kcIIYQQQgiRiPpdvowKUBBCCCGEEELId6CeKUIIIYQQQohE5dQz9UXUM0UIIYQQQggh34EaU4QQQgghhBDyHWiYHyGEEEIIIUQihsdFlf8LqGeKEEIIIYQQQr4D9UwRQgghhBBCJKLS6F9GPVOEEEIIIYQQ8h2oMUUIIYQQQggh34GG+RFCCCGEEEIkKqcCFF9EjakaYJCWMa/xr+cn8BofqB6VaAQQ8BpfWU6B1/gAoCTDfw7PC3N4ja8ip8hrfABQkpHnNb6Bgi6v8QFATiDNdwo4cXY6r/Gb9FrGa/zqQkNBmdf4UgJ+PxsAIOddAa/xGzQdyGt8AHiafJHvFMh/FA3zI4QQQgghhEjEMAxvj++xc+dONGrUCAoKCvjll19w9+7dLx5/4sQJtGzZEgoKCjA0NMSlS5f+VTxqTBFCCCGEEEL+8/766y84Ojpi1apViIyMhLGxMfr164fs7GyJx9+6dQvjxo3D1KlTERUVhaFDh2Lo0KG4f//+N8ekxhQhhBBCCCFEonKG4e3xb23duhV2dnawtbVF69at4eHhASUlJezfv1/i8W5ubrCyssKiRYvQqlUrrFu3DmZmZtixY8c3x6TGFCGEEEIIIaTaKS4uRkFBgcijuLhY4rEfPnzAvXv30Lt3b+E2KSkp9O7dG7dv35b4O7dv3xY5HgD69etX5fGSUGOKEEIIIYQQUu1s2rQJampqIo9NmzZJPDYnJwdlZWXQ09MT2a6np4fMzEyJv5OZmfmvjpeEqvkRQgghhBBCJPreQhA/wrJly+Do6CiyTV6e34q0n6PGFCGEEEIIIaTakZeX/+bGk7a2NqSlpZGVlSWyPSsrC7Vr15b4O7Vr1/5Xx0tCw/wIIYQQQgghEpWD4e3xb8jJyaFdu3a4fv36x9zLy3H9+nV06tRJ4u906tRJ5HgAuHr1apXHS/Kfakw9fvwYAoEA0dHRfKdCCCGEEEIIqUYcHR2xb98++Pj4ID4+HrNmzUJRURFsbW0BADY2Nli27OOC5fPmzcOVK1fg4uKChIQErF69GhEREZgzZ843x/xPNaYaNGiAjIwMtG3blu9Ufiq9bazgGuKB/Y+OYfXZzTAwblrlsZZje8PpxHrsifXFnlhfLD286ovHA8DkaeNwN/Yq0jKjcPHaMZiYGX7x+F+H9MPNuxeQlhmFgNCz6Nmnu3CfjIwMVqx2REDoWaQ8j0BUfCDcPTZBr7aOyDnmLZiB836HkfriHlIz7iE89hoeZ0bj0rVjMP1K/EFD+uHm3Yt4nBmNG6Hn0OuT+AAwYFAfHDvtiYept5GZF482hi1F9jfQr4vMvHixR0beQ6Rnx3DyHNTXrwuX7esQFuOP1IxI3I66gsPHPTh9HgDg9AUfkecgNScKSVkROO3nCyPTNl+M339wb1y9fRrxz+7gcvBxWPbuWuWx6/9cgdScKNjOsJa4X05OFhduHENqThSMjFqL7Xd2XoDHaRHIe52Ey5eOoGmTRl/MDQBmzpiER49uIT8vCTeDz8Pc3ERk/84dm/D8WTTevU3H+3fpyMy4jxHDB37xnIOHWuF2xBU8y45D8O2/0buvhdgxS1fMxYPEEDzNisWpc94waNKwyn/zjZBzyClIRFvDVsLtU+zGIzT6ChJfROBK8EkkPL2LuLTQKnMaOKQvAu6cR+KLCPiHnEaP3t1E9jssmYWAO+eR8DQMcamhOHJ6H0zaSX5vycnJ4nLQCfg9vQyD1gbC7YMm/QqfW974O+kc3M67ooVJ8yrzadhcH057VsDnljf8nl7GsKlDxY6Z4DAefk8vizw8b+yt8pwAMMBmIDxDvXAq8TT+POeCZsZV56DfXB/LPJbBM9QLf6dfwOCpg8WOqdz3+WPmupkSz3nMPxT97Teivc0yjF/pjrjk9Crjl5SWwePUVQyctwntbZZh1JKtCI1OEDnG62wArFe4oZPtSljOWI35Lt54/EJ0nZVJ08bhTow/UjIi8ffVo99wXeqLoLC/kZIRiWuhZ9Czz8f3goyMDJavdsS10DNIehaOew9vwG33RrFr84EjO3A37hpSMiIR/+QOHqbfQeKLCJz1Pwxjsy9/tg8Y3AfX75zDo+fh8Lt5Cj0+uybMXzwL1++cQ3x6GGJTQnD49F6x92Jbo1Y4dGoPYlNDEJ0UjJMXfRAed42zzydJ12bfv3YjLOYqp69DJTk5WfgHn0Lx+6di10a2rovxD0OQ9zoJz55G4+QJL7Ro3gS206w5/3xq2KgB9h/ajgfJoUhKD4e0ii4gkP7qv/FzEdFxmL14FXoMHo+2XfrjevCtf30O8uOMGTMGf/75J5ydnWFiYoLo6GhcuXJFWGQiPT0dGRkZwuM7d+6MI0eOYO/evTA2NsbJkydx9uzZf9XW+M80pj58+ABpaWnUrl0bMjL8TPUqKSnhJS6bfvm1C8avtMUZt+NY+etCpMc/xpKDzlDVUpN4fKtObXH7fAg2jHXG6mHL8OpFLpYcXAUNPc0qz796wxK4/L4L/SxG4uH9BBw9vRda2pKPN+9ggt1eW3Dk4Gn07T4CVy5dx4HD29GiVUWDTVFJAYbGreG6xQN9LUZi6sS5aNK0MXyO7hQ5j6ycLC6c80NIcBgUFBTg8vtO9LUYgQf3H+Ho6X3Q/mL8P3H04Cn06T4cl/+J37JVM+ExSkqKuHsnEutXuUg8x/NnmTBs3k34WDh/FUpLy/D+XTF+7WvNyXPQrJkBpKSksHj+alh2HIyL56+iZ5/uSEpM5ex5qHTQ+zgWzl+FDx8+YO2KLRjRbxLiHyTC58QuaGlrSPwds/bGcNu7CccPn8WvPcbB/1IgPHy3onnLJmLH9h3QAybtDJGZIXlBPgBYsmo+sjNfSty3YMEszP7NFvb2y9G12yAUFb3DhQuHvjhGe+TIQfjjDyds2LANv3QcgLi4h7jw90Ho6GgJjxEIBFBVVcXyFRswbtxMFBS8waFDu6Crqy3xnO07mGLv/q047HsCPboOxaWL1+B7ZKfIc24/3w52M2ywcP4q9Os5Cm/fvsXx0/shLy8ndr5V6xYjM1P0ORk6fADWbVyGbX94YHBva+jV1oGsnAwEAoHEnNp1MMb2fb/jr8OnMcByFPwuBWDfITc0b/XxBkpq8hM4L9mIvl1HYMQAGzx9+hyHTu2Bppb4a7t8jSOyPnsdLAZ1x3Sn6Ti87TBmD7BH6sM0bDi4HmpVXIPkFRWQkZ6J/ZsPIDfrlcRjAODxo8cYa2YtfDgOX1jlsV0HdcM0p2k4uu0o5g+ch7T4NKw9tLbqHBTkkZmeCZ/NPniVLTkHx0EOmNhugvCx0noFACDkonjD9crtaPx58G/MGNEHxzbOR4uGdTFrsydy8wslnnvH8Ss4ef0Olk4eijNbFmJU745w2OqD+LTnwmMi4lMwpm9nHFw7B3uWT0dpaRlmbtqHt+8/AACkNOpi1frF2Pr7LlhZjsLD+49w+NSeL16XdnpuwdFDp9HPYiT8LgbA69Bn1yWjVnDb4gEry1Gws5kHg6aNceCI6Fott27exUxbR6x12gJFBQW8zMpB8qMUxN9/hIMnPKqM3659xXvx+KEzGNhjNPwvBWDvQTc0b/nxvZiW8s97sdtwjBgwCc/SX+DgSQ/he1G3tg4On96Lx2lPMbTvBOzd5YN2HYyRk5PL2eeT5GtzNyQlpnD6OlRasWaB2HUCYO+6GBkVB7vpC2Bs0gO/DpoAgUCAgIDT/3xP4O5zWklJEX+d8QTDMBgxeDIGWVkDEEBaVU/i8V/y7t17tGhqgBULfvvXv/tfwTAMb4/vMWfOHDx58gTFxcUICwvDL7/8ItwXGBgIb29vkeNHjRqFR48eobi4GPfv38eAAQP+VTwBw1OJDktLS2Gr7+DBg5CVlcWsWbOwdu1aCAQCNGrUCFOnTkVSUhLOnj2L4cOHY/Xq1WjcuDGioqJgYmICAHjw4AGWLFmC4OBgMAwDExMTeHt7o0mTii9dnp6ecHFxQVpaGho1aoS5c+fit9++/oZ//PgxGjdujGPHjmHXrl0ICwuDh4cHBg0ahDlz5iA4OBivX79GkyZNsHz5cowbN07k32ZkZAQFBQV4enpCTk4OM2fOxOrVq4XHJCQkYNq0aYiIiICBgQHc3d3Rp08fnDlzBkOHDgUAPH36FAsWLIC/vz+kpKTQrVs3uLm5oVGjRv/quZ7QcHiV+1af3YzU2GT4OnsCqPgC6HZnL656X8Lfu8989dwCKSnsjfWFj7MnQk4HSjx/cHg4VizeIDz/vQcB2L/3MHZs8xQ73mO/C5SUFGEz9uNrdOHqUTyIS8ASxzUSczA2bYsrN47DvG0vPH+WIbLvdpQf6tTVQ0M9Y2H8yAc34LX3kMT4e/ZvhZKSIiaOnSXcdvHqMdyPixeL30C/LsJjr6NXt2F4EJfw+amELl07hoaNGsDv8g0ssHfi/DkAgIvXjqG0tBR6tXXwi0lfzp6H0xd8cD8uAebtjREdeR/rl/8JoOJ1CI29At99x+DhfkAsvrvnZigpKWKa9TzhtlNXfBB/PxErF24QbtOrrYPT/gcxedRv8Dq6HQf2HMaBPUdEzmXRqwtWrHPEb5MXwf/WKbTv0A+xsQ+F+x+nRcDNbR9ct+0BAKiqquBpeiSm2S3AiRPnxZ9sADeDz+PevRjMd3AS/ntSku9i1+4D+PPPXRKPMTRshYhwf2x324c1TlvEzul5YBuUainCevQM4bYr14/jfmw8FjqsAgA8SAzBru37sXN7xeKDKqrKiE++DftZS3Hm1EXh7/Xq0x3rNi7D5AlzcCv8Miy7DMH9uHj4BZxAVGQc1i79HctWOUCvtg569bOAvIIcmtdtL5bTTq8tUFJShO24j8MdzvofwsO4R1i+YJ3E50ZZpRYePrmDcUOnITQ4TLjdsndXOK1fhJmTHHD99jnM6jcbqQ9T4XbeFYkxidjptFv4XB6664tzB87j+K4TEmNU8rnljbNeZ3HG66zI9gkO49G5Xyf8ZlX1MA25T+5A/3nOBUkxSdjj7CHM4UCYNy54/42Tu05+MQfPUC+c338O570kv1cqTVtlh/a92mNG9+nCbSfOVvz/+JXuaNOkAZbbDgNQMca/75wNGNevC6YO6Sl2rt6z1mHasJ4Y27eLcJujqw/kZWWxaY7k3tlXBYXoMWMN9jvPQrtWBpBr0Q0+Ry5j5SfX5vD713Fg3xHslHBN2O31J5RqKWLS2NnCbX/7H8GD+wlY6rhWYkxj07a4FPAX2hv2xovPrkt/Xz2KmKj7CAm8g30Ht6F53fYIiboE731HsdtNfHHNHZ5/QElJEVOs7YXbzvgdwsO4BKxYuF5ifGWVWnjw+Dash9khNDgM42xGYMGyOWjfuicYhsFZ/8NIf/wMQ0b0RydTKzx5/JSXa3NZWRl09bTR2dSK09ehR++uWLV+MewmOSDwznmRayNb18XPtW3bEvciruLEsXOwn7lU+Htsfz5Z9OiMIyf3okWjX1D4pggA8DTlEmQ0G6GsIBNMyTuJ+X5N2y794bbJCb26d/6u35fVNvj6QTxQrcVfXgVFqbzF/la89kz5+PhARkYGd+/ehZubG7Zu3QpPz49/OH/++SeMjY0RFRUFJycnsd9//vw5unfvDnl5eQQEBODevXuYMmUKSktLAQCHDx+Gs7MzNmzYgPj4eGzcuBFOTk7w8fH55hyXLl2KefPmIT4+Hv369cP79+/Rrl07XLx4Effv38f06dMxceJE3L17V+zfVqtWLYSFheGPP/7A2rVrcfXqVQBAWVkZhg4dCiUlJYSFhWHv3r1YsWKFyO+XlJSgX79+UFFRwc2bNxEaGgplZWVYWVnhw4cP35z/l0jLyqCxYRM8CIkVbmMYBg9CYtHUrMU3nUNeUQ7SstIozHtT5flvBt0ROf/NoNto18FE4vnM25vgZpDoQmmBAaFo18G4yhxUVVVQXl6O/PwCke2ysrJooF9X+H74NL55FfHbtTdGsFj8kCqP/xpZWVkYm7SFlrYmjh48JZIDF89BZQ5GJq2RmZGNvNf5Ijlw8TyMGPUrTNsZoW//Hli00h4KigpgGAahQWEwbW8k8XfMzI0QGhQmsu3mjdswNf94vEAggMvu9di3wwdJjyRfbLV1NLHR1QkLfnPCu3fiH46NG+ujTh09XA+4KdxWUPAGd8Oj0fEXM4nnlJWVhZmZIQICQoTbGIZBwI2b6PhLO4nHKCkpwmbiaLx5U4hmzcV714CKu61BgaLDQ25cD4F5B1MAFUNS9GrrIijw4+vypqAQkRExIq+Ljo4WXN3X47fpi/Du3XuRvI1N2iDoxi107tYBA4f0xcrFG5CYkAJpaclDW8zaGyPkk79fAAgOuAWz9pLfi7KyMrCeNBL5+QV4eP+RcLu2jhZ+37YaDjOX4d3bjznJyMqgmWEzRIZEC7cxDIOom9Fo3a4V/h/1GtfDkYhD8A7ZjyXui6FTV/IwJxlZGTQ1bIqYz3KIDolGCzPxoUHfQ0ZWBj2GWeLaX1fF9pWUliI+7Tk6tv14V11KSgod2zZDbNITief7UFoKOVlZkW3ysrKIfvS4yhwK/3neVZWVAIEAAiU13PzkvcQwDEKC7qBdFa9tuw4muBko+l4IDAhFu/YmVcZUVVVGeXk5CiRcm41MWiMyPBZDRw7AvbvRKCkpQUhQWJXvrYr3oug14avvRRvR96K8vBxKSkrAMAxkZWVgaNwKYbciAAAdOplVm2szF6+Dto4Wtmxbg7kzl+HdW9FrI1vXxc8pKSnCdvI4MAwDv0sBIr/H9ueTnLwcGIbBh+JPvk/907cgkFX45vPUFOUMw9vjv4DXxlSDBg3g6uqKFi1aYPz48bC3t4erq6twf8+ePbFgwQI0adJE2NP0qZ07d0JNTQ3Hjh2Dubk5mjdvDltbW7RoUdEQWLVqFVxcXDB8+HA0btwYw4cPh4ODA/bs2fPNOc6fP1/4+3Xq1EG9evWwcOFCmJiYwMDAAPb29rCyssLx48dFfs/IyAirVq1Cs2bNYGNjA3Nzc2G1kKtXryIlJQW+vr4wNjZG165dsWHDBpHf/+uvv1BeXg5PT08YGhqiVatWOHDgANLT0xEYGPjN+X+JioYKpGWkkZ+TJ7I9PycPajrq33SOscts8DrrNR6Exortqzz/y+wcke0vs3OrHOqko6eNl9m5nx2fU+Xx8vJyWLnGEWdPXhLeXaqkqaUOaWlpsW7iL8XX1dP+V/l+jaaWOqRlpJH++Bki7kZ/0zl/5HNQmYOMjAx69ekG3wMf36dcPA+nT1zAyiUbIBAIcPTQaQwdPRCuuyvuIue8zIWOrpbE39PW1UbOS9HhUznZosfPnGuLstIyeO89WmX8P7avxRHvk4iLfihxv55exRfs7M/+rdlZL6Gnpys5N21NyMjIICv75We/kyM8X+UxnTqZIzcnAa9fJaJfP0scP35OZMjLpyQ959nZOdDVq3jOK597Scfo6X5sKGz3+B3e+48iOuq+yHFaWhqQkZHB++JiuOxcD8fZK1H4pghv3hRCIJD8UaCjK+m9mAudz94Hvfp2R3x6GJIy7mHazIkYP3w6Xr/KE+532bkehw4cR+xnr4OqpiqkZaSR9/K1yPbXOa+hoSN5COi3SIh6hD8dXbBiwkpsX7EDtRvoweXUFijWUhQ7tjKH159dB/Ny8v6vHD7VsV9H1FJVxvWT18X2vS4oQll5ObTUlEW2a6kpI0fCTSoA6GzUHAcvBuNJxkuUl5fjdmwiAsLv42We+Bd2oKKn6w/f8zBp0QjNGtQGZOQgEEgh5+Vnr+1L8de2ko6uNl5+dvyX/obl5eWwfLUjzp4Svy6t2rgEMjIy2L53M+rVr4NpEyp6oHMkvLc+jf95vjkS8u3ZtzsePqmYhzV11gRMGDFD+F4MDb4LHV0tzJgzGbp62pCRkcGvQ/sB+Hgt4OPa3LNPVxzy/tgLy8Xr4LprAw4eOI7Y6Adiv8PWdbHSjOk2wuuilVUPCAQCZHw2TJvtz6fI8Bi8LXqHlWsWQlFRAUpKipCqpVUx5Pk75k2Rmo3XxlTHjh1Fxup36tQJSUlJKCsrAwCYm5t/8fejo6PRrVs3yH52hw4AioqKkJKSgqlTp0JZWVn4WL9+PVJSUr45x89zKCsrw7p162BoaAhNTU0oKyvDz88P6emik4WNjETvuNepUwfZ2RUXi0ePHqFBgwYiNew7dOggcnxMTAySk5OhoqIizF1TUxPv37//Yv7FxcUoKCgQeZQxZd/87/03Bs0aho6DumDb9N9RUsz9fDIZGRns8d4KgUCAJQskD7HgW+X4cn+/G6yc/1ueg8oPmJDgMBz2/fKwqR/tkM8J3AoNB1Bx93ThbCf0+7UX9BvV/7/O29a4FSZPH4dF9quqPGaS3TgoKyth9zbRIUNBgWeRm5OA3JwEideOH+nqtSD88osVevUeiaSkNPz6a58q5yf9CHYzJ0JZuRa2uVR9w2iew3ScO3kJd2/f+2Fxb4WEw8piJIZZTURgQCh27f9TOOfDdro1lJWVsNNVfLgOWyICI3DzYgjSEh7jXlAkVk5yhrKqMrr/2u3rv8yCPmP64l7gPbz6whyvf2PxpCFoWEcbQxdsgfnEZdjkfRZDLMwhVcV7a+OBM0h5mok/7Mf/kPhfIyMjA48DFdelZQvEh575eh0DADgt3YiysjK47togdsz3uh0Sjv6WozC8vw2Crodil9fH92LSoxQsmO2Eab/ZIPjeJQBAduZLZGfloLy8/IflAPy7a3NoUBiO+H55OOn35iDpdZgyfTyUlWthu+s+AEC/ARVDSSuvjWxfF48eOyO8LqalPQUAyMlxOxc+N/c17CbPR18rS6Q8v4fE9LsQCKTAlBZzmsd/BcPjf/8F1XrR3lq1an1xv6Ki+F3GSoWFFRN39+3bJzLxDECVQ1q+JYctW7bAzc0N27Ztg6GhIWrVqoX58+eLDb37/GIkEAj+1cW6sLAQ7dq1w+HDh8X26ehIHq4CAJs2bcKaNaIXbkPVljBSFx8y8+b1G5SVlkFNW11ku5q2OvJf5n0xvwHTh+DXWcOxefxqPE2QPBSl8vyf32HT0dUSu+NV6WVWjtgdNh1dbbHjZWRksNd7K+o3qItRg2wl3vV7lZuHsrIysS+vX4qfnZXzr/L9mk5d2oNhGMREid794+o50Kutg937XVBeXo5jh0XnwHH1PLzKzUNpaSl0dLUQfrPiC3zDxg2graMldpe3Uk52DrR1RCcfa+t+PL59R1No6WgiJPqScL+MjAyWr3WE7Yzx6G42EJ26tYdpeyMkvBAdGiQnJ4sLF/yxfPkmyP1TuEFXV1tkEraung5iY8Tv2AJATs6rivlnuqJ/h7p62sjKeilyjHKtWkhOeYzklMcIC4vE61eJyHiRJem0Ep9zXV1tZGdVPOeVz72O7sc4lcfExcUDALp174T2HUzwIke0V+pa0CmcPnkBpaWlMDUzRMdO7TB9ziQAFUPKpKSkkJodhaUOa3D88Fnh773MlvRe1BK7K/zu7Ts8SXuKJ2lPERURi6DwCxg7YRh2bvNC526/wKy9MZIzRRtvOy6648bZQJSVlkH9sx4gDW0NvP6st+r/UVRQhGdpz1G3UV2xfQWvClBWWgaNz66D6trqPyQHnXo6MO5qjE3TN0rcr6FaC9JSUmLFJnLzC6GtriLxdzRVlbFtwWQUfyhBXuFb6GqoYtvRS6gnoXdi44EzCI6Mx/5Vv0FPS71iY+kHMEw5tD/rJdXREX9tK73MzhHrVZX0N1zxBd4F9RvUxejBkq9LaSlPUFpaiudPMzDHbgnC4q7CzNzon7/xquN/nq+2hHw/fy8G3v0bYyYMw65tXgCAc6cu4dypS6hdVxehUVdw1S8Qg4Zb4cnjZxXPAQ/X5r+OnBU9J8uvQ5fuv6Bde2OkZUWJ/E7ltTEnp6LR/6Ovi5UKCt6goOANklMeY3SkHV7lJqBv/564HRrx8Tng4PMp6MYtdDTtB01NdZSWleHBvWOQ0dQHyn++YmOEXbz2TIWFiX7JuXPnDpo1a/bNjR0jIyPcvHlTYpU9PT091K1bF6mpqWjatKnIo3Hjxt+dc2hoKIYMGYIJEybA2NgYBgYGSExM/FfnaNGiBZ4+fSqy4nJ4eLjIMWZmZkhKSoKurq5Y/mpqkitMAcCyZcuQn58v8mijJrnEb1lJKdLiUtCmi+g8lDZdjJAc+Uji7wDAwBlDMdR+JP6YtA5pcVX3klWev6tFR5Hzd+3eEfc+GfL2qYjwaJHjAaC7ZSfcuxsj/Lnyg6qxQUOMGTIVr/8Za/65kpISPE1/IVL9sTJ+RBXx74XHoJtY/M5VHv81Y6yHIi8vHyaflPzl6jmoXUcXpy74IDb6AaKj7qOrxcebClw+DyUlJYiNfoBuFh3Rum3FENyc7Fx07t4BUeHiw0MBIDIiFp27i/bWdrHoiKiIiuPPHL+IAd1H41fLscJHZkY29u3wxaTRFZPD1y77AwMtxgj3TxlbMXF9/ITf4LhgFVJSHyM+PhEZGVno2eNjiWUVFWV0aG+CO2GRVf57IiPj0KPHx8n/AoEAPSy74k7YvSqPkZKSgrS0tPBL2+ci7kaju4XoIoEWPToj4m7FF54nj58iKzNb5BhllVowMzcWvi7LFq+DRefBsOwyBJZdhmDsSDsAwLTJ87FutQtioh/g0oVrsLIYBSuLUehvORpFhW9RXFwMK4tR8LsQIBI/MjwGXbqL3ozqatkJkeEx+BIpKSlhQ3XV0k3o132kMOakMRWvz8bfNuHA795IikuCaRcTkefSpKsJHt6L/2KMf0NBSQF1G9aRWHmvtKQUyXHJMOrycY6KQCCAcRdjPIqsurDMt+o9ug/yc/MRHhAucb+sjAxaNa6HsPvJwm3l5eUIe5AMo2aSy95XkpeThZ6mGkrLynH9bhx6mH9cboBhGGw8cAYB4fexb+UM1Nf95OYEw4B5my/h2vwL7lXx2t67K+G61KMT7oVHC3+u/ALfuElDjBn65WtzbPRDdLXoKOxNk1eQR5fuv1T53pL0Xuxm2fHb3oty4tUuM19kIy4mHuMmjkDx+2IEB97i7dr86b+Li9fBaekm9Ok2HH27j0Df7iMwcXRFIYfKayNb10VJSktLUV7OoE3bFiK/x+Xn9KtXeSjIf1MxV0ogjfIPb7/rPKTm4rVnKj09HY6OjpgxYwYiIyOxfft2uLh8uczyp+bMmYPt27dj7NixWLZsGdTU1HDnzh106NABLVq0wJo1azB37lyoqanBysoKxcXFiIiIwOvXr+Ho6PhdOTdr1gwnT57ErVu3oKGhga1btyIrKwutW4uvXVOVPn36oEmTJpg0aRL++OMPvHnzBitXrgQAYS/K+PHjsWXLFgwZMgRr165F/fr18eTJE5w+fRqLFy9G/fqSh0nJy8uLlS6V/sL438uef2OGiz3SYpOREpMEqymDIK8kj6ATFV+qZmydi9eZuTj+R0UP2a8zh2GE41jsmueKnGfZwrlV74veo/iTieWfnt/OZQ5iou4j+l4c7GbZQKmWorCXxN1jEzJfZGPj2oq5cp4eB3H6og9mzJmM635BGDJiAIxN22LR/IrhXDIyMtjnuw2GRq1gM/Y3SElLC+9Q5b3OFzas69WvA3UNNcRGP0DDRvXhsGgWEuKT0MfKUiT+do/NyHiRJYy/z8MXZy76YuacybjmF4ShIwbA2LSNMD4AqKuroV6DOqhdu2LseNOmFY3z7KwckbuJjRrro2Nnc2x33YcZsycjJuoBZ89B5Yf1s6cvsNZpC3r3s8T635chNeUJgm/cEsuBjeehYaMGGD7qV1z3D8LJv85j9YalGDKsP2KiHmD8lFFQUlLEyaPnAAB/7lyHrIxsbFm/HQDgvecojp7fh6m/TcQN/5sYNLwfDE1aY4XjOuG/M++zLwilJaV4mZ2DtOSKntIXzzNF9hcVVXxApqY+wfNP9m3f4YWlS+2RnJyGtMdPsXrVQmRkZOH8eT/hMVcuH8W5c1ew26OieI2b+z54eW7FvchYRIRHw95+KmrVUoSvb8WctMaN9ZGa9gRTp45H2uN0ZGW+xLp1SwEw+GNTxb9x554/kPEiC+vXVFzz9uz2wfnLh/DbnCnw9wvE8JEDYWLaFo5zPxbf8djlA8dFs5Ca8hhPnjzDspXzkZmRjUsXKgobfF4trPLf/DjtKTJeZGH3jgPY4fE7bgeFIToyDlNnToS0jDSKiz8gMT4Zrrs2IDMjG7+vcwMA7N9zCMf/PgC72TYI8L+JwcOtYGTSBksdKnq/FZUUYe9oh6tXApGd+RKaWhqwmTYWenV0cfGc/8fX4WPFbrwtrMjpxZMM5GTm4PS+M1i4dQESY5PwKPoRhk0dCgVFefgfr/g3LXJdgJzMXBz43RtARTEH/Wb6AABZORlo1daCQWsDvH/7Di8eV/z77VZOw51rYch+lgUtPS1MdJyAsrJyBJ4LgiRnPc/CwcUByXFJSIxOxJCpQ6CgpIBrx68BABxcHZGbmQvf332EOTRo1qDi/+VkoKWnhcatG+N90XtkPPn4GggEAvQe1RsBJ6+jvKzqkQkTB3aH0+6/0MagPto2bYBDl2/iXfEHDLWoqLC4YtdR6GqoYd64inK9scnpyH6Vj5YN6yL7dT52n7yKcobB5EGWwnNu3H8Gl29FYduCyailKI+cf+ZTKSspQkFOFqXZKbC2GYnYqAeIioyD3ayJUKyliL/+uSa47d6IjIxsbF67DQDgtecQTl7wxozZk3DNPxhDhveHkUlbLJ6/uuJ5kJHBXh9XGBq3wqSxsyEt4bpk2s4QxmaGCL8d+c81YQl69OqK509fYOjIAVBSUsSJf3pptu7agMyMLPyxzh0AcGDPYfz1937Y/WaDgKvBGDSsPwxN2mCpw1rhe3GOox2u/fNe1NBSx6Spou9FAJg0bSzu3Y1BUdFbJCYkYbT1MJw+fgF6ejpYuXoBb9fmtJQnCA68zcnr8HllxaJC8WsjW9fFkSMH4dq1YOTk5KJevTpYtHA23r59i186tcPocUMQJeEzkq3P6bHjhyHxUSpyc17BvIMJpFX0UP4+Hyj7dz1Tb9++Q/qzF8Kfn7/IQkJiCtRUVVCntuQ5Zv81/5VCEHzhtTFlY2ODd+/eoUOHDpCWlsa8efMwffr0r//iP7S0tBAQEIBFixbBwsIC0tLSMDExQZcuFXdGpk2bBiUlJWzZsgWLFi1CrVq1YGhoiPnz5393zitXrkRqair69esHJSUlTJ8+HUOHDkV+vuQ7cJJIS0vj7NmzmDZtGtq3bw8DAwNs2bIFgwYNgoJCRRUZJSUlBAcHY8mSJRg+fDjevHmDevXqoVevXlBVVf3u/D8XdiEUqlqqGOE4Dmo66njyMA1/2KxDQU7Fv0e7rjaYT4Yn9prQD7LyspjnsVjkPKdd/8LpbX9JPH+G0jssXm4PHV1tPIhLgPWIGcKJxPXq1xEZ/hhxNxq/TVuMJSvnYpnTfKSlPIHteHs8iq+4a1u7ri6s/hnffT1EdNja8F8n4XZIxd3fRcvnYIz1MOG+JSvmAgASH6Vg3IjpX4m/CEtWzsMyJwdh/IT4JOEx/Qb0gNuuTcKf9xzYCgD4c/MO/Ln543oi4yYMx4vnmdi83g1ZmdmcPgfde3SGQZOGMGjSEFHxgcL9G35fgeLiD3gQF8/681BSUoLulp0qPhiVFFGQ/wby8vJo1boZmPJyTB49W1hkom792iLxI8NjMH/GcixYPhsLV8zB49R0zLRxRGLCt893/FYuLrtRq5YSdu7cDHV1Vdy6FY5BgyaiuPjj2PnGBg1F1n05efJv6Ghrwtl5AWrr6SAm5iEGDZ4oHGby/n0x1NVUUVxcjD9+dwYA5L56jQkTfsOjhIrXsf5nz3n43SjMmLoAy53mY8UqR6SmPIaN9WyR53z7tn2oVUsRLu7roKamirDb9zBmxFQUF39bhc+zpy9BS1sTjstmQ0dXGw/vJ2DvTh/YTq8op123fh2Ul3/80Lx3NwZzpy/FwuVzsHjlPDxOfQK7CfOQ+M97sbysDE2aNcbIsYOhoaWBvFd5iIl6gJEDJ33zaxX0dzDUNNVgs2ACNHQ0kfowBSsmOiHvn4IQOvV0RT7ItfQ0sdvv49/ZqJkjMWrmSMTcjsXi0UsAANp1tLFsxxKoqKsi/1U+HoQ/wPwhDsh/Jfk6HfL3TahpqmG84wRo6Ggg9WEqVk10/phDXR2R66Cmnibcr2wX/jx85ggMnzkCcbfjsHzMMuF2k64m0K2vi6sSqvh9yqqTCV4XFGHXST/k5L1Bi4Z1sWvpNGj9M8wvMydPZD7Uhw8l2Hn8Cp5lv4KSvBy6mrbEht/GQvWTAhvHr1VUO5u6zkMk1tqZozHEoj3KX7/Aut1+WLh8jvC6NGHkx+vS5++FiLvRmGO3GItXzMUSp/lIS32CqRM+uS7V0RXOvbl687RIzJG/Tsbt0HC8e/ceA37tjYVLZ0NRSRGFhYXQ0dOGnJwsWrRuDpvRsz5eE+qJXhPuhf/zXlxhj0Ur5+JxajqmT5yHxISP78WmzRph5FgXaGhqIO91xXtx1K+TkfTo43vR2MwQDkt+g1ItJaQkpeHUX3+jYxdzXB16mtdr87rfl/9zbWb/dfgWbF0Xu3bpAPs5U6GhoYas7ByEhIShc+eBGGTVG4uXz/3nvcj+5xMANGnaGMudHaCuoYan6S9Q/javojH1L91PSMIU+yXCn//YXrFA+JD+vbFh5YJ/fT7y38PrOlMmJibYtm0bH+GrndDQUHTt2hXJyckSKxf+P760zhQXruf//0Nl/l/VYRKjAOwVHvgW1eE5UJLhv+Ts88Lvm//2o6jIVT3XkytKMlUvvMmFVrX+vwIkP4JcNajYVbnOFF+a9Fr29YNYJiPF/+vwoaz06wexqKrCIVzKeSe5EiRXNBSUv34Qy54mX/z6QSyrrutMKSjo8xb7/fv0rx/Es2pdgOJndubMGSgrK6NZs2ZITk7GvHnz0KVLlx/ekCKEEEIIIYSwg9cCFHzauHGjSMn0Tx/9+/dnPf6bN28we/ZstGzZEpMnT0b79u1x7tw51uMSQgghhBBCfgzeeqZ+1MKz32vmzJkYPXq0xH1fKrn+o9jY2MDGxob1OIQQQgghhHyv6jBNoDqrscP8NDU1oamp+fUDCSGEEEIIIUSCGtuYIoQQQgghhHwZT7Xq/jNq7JwpQgghhBBCCPl/UM8UIYQQQgghRCLqmfoy6pkihBBCCCGEkO9AjSlCCCGEEEII+Q40zI8QQgghhBAiEQ3y+zLqmSKEEEIIIYSQ78EQ8gXv379nVq1axbx//77G5sB3fMqhesSvDjnwHZ9yqB7xKYfqEZ9yqB7xq0MOfMcn/BIwDJXoIFUrKCiAmpoa8vPzoaqqWiNz4Ds+5VA94leHHPiOTzlUj/iUQ/WITzlUj/jVIQe+4xN+0TA/QgghhBBCCPkO1JgihBBCCCGEkO9AjSlCCCGEEEII+Q7UmCJfJC8vj1WrVkFeXr7G5sB3fMqhesSvDjnwHZ9yqB7xKYfqEZ9yqB7xq0MOfMcn/KICFIQQQgghhBDyHahnihBCCCGEEEK+AzWmCCGEEEIIIeQ7UGOKEEIIIYQQQr4DNaYIIYQQQggh5DtQY4oQQgghhBBCvgM1pgghhBDyn7B//36kpaXxnQYhhAhRaXQioqSkBIqKioiOjkbbtm35TgfJyclISUlB9+7doaioCIZhIBAIOIn94sULhISEIDs7G+Xl5SL75s6dy2rsTZs2QU9PD1OmTBHZvn//frx8+RJLlixhNT4AODo6StwuEAigoKCApk2bYsiQIdDU1GQ1j1WrVmHKlClo2LAhq3GqMmXKFLi5uUFFRUVke1FREezt7bF//37OcyooKEBAQABatGiBVq1acR6f1Fx5eXm4e/euxOuijY0N6/GbNWuG1NRU1KtXDxYWFrCwsIClpSWaNm3KeuxKN2/exJ49e5CSkoKTJ0+iXr16OHjwIBo3boyuXbuyHv/8+fMSt396bW7cuDGrOWRlZWHhwoW4fv06srOz8flXybKysh8e08zMDNevX4eGhgZMTU2/+F0gMjLyh8evSmlpKQIDA5GSkgJra2uoqKjgxYsXUFVVhbKyMmd5EP5QY4qIMTAwwJkzZ2BsbMxbDrm5uRgzZgwCAgIgEAiQlJQEAwMDTJkyBRoaGnBxcWE1vre3N2bMmAE5OTloaWmJXLQFAgFSU1NZjd+oUSMcOXIEnTt3FtkeFhaGsWPHcnJntkePHoiMjERZWRlatGgBAEhMTIS0tDRatmyJR48eQSAQICQkBK1bt2YtDxMTE9y/fx8WFhaYOnUqRowYwenCiNLS0sjIyICurq7I9pycHNSuXRulpaWs5zB69Gh0794dc+bMwbt372BsbIzHjx+DYRgcO3YMI0aMYDX+gQMHoKysjFGjRolsP3HiBN6+fYtJkyaxGh+o+nXIzc2Frq4uK1/eJOGzMcEwDE6ePIkbN25IjH/69GlW4//9998YP348CgsLoaqqKnZdfPXqFavxKz1//hyBgYEIDg5GUFAQkpKSUKdOHVhaWuLQoUOsxj516hQmTpyI8ePH4+DBg3j48CEMDAywY8cOXLp0CZcuXWI1PgBISUlBIBCINWAqtwkEAnTt2hVnz56FhoYGKzn0798f6enpmDNnDurUqSPWsBkyZMgPj7lmzRosWrQISkpKWLNmzRePXbVq1Q+PL8mTJ09gZWWF9PR0FBcXIzExEQYGBpg3bx6Ki4vh4eHBSR6EZwwhn/H09GQGDBjA5Obm8pbDxIkTmX79+jFPnz5llJWVmZSUFIZhGObKlStM69atWY9fv359Zv369UxZWRnrsSSRl5dnUlNTxbanpKQw8vLynOTg6urKDB8+nMnPzxduy8vLY0aOHMls27aNKSoqYoYMGcL07duX9VwiIyMZe3t7Rltbm1FXV2dmzpzJ3L17l9WY+fn5TF5eHiMQCJjk5GQmPz9f+Hj16hXj4+PD1KlTh9UcKunp6THR0dEMwzDM4cOHmaZNmzJFRUXMrl27GBMTE9bjN2vWjAkICBDbHhgYyDRv3pz1+AzDMAKBgMnKyhLb/vz5c0ZBQYGTHM6fP8+oqKgwAoGAUVNTY9TV1YUPDQ0N1uPPnTuXkZeXZ6ysrJhJkyYxkydPFnmwrVmzZsy8efOYoqIi1mN9i6KiIubKlSvMpEmTGBkZGUZaWpr1mCYmJoyPjw/DMIzIZ1NkZCSjp6fHenyGYZhr164xv/zyC3Pt2jWmoKCAKSgoYK5du8Z06tSJuXjxIhMSEsK0adOGmTJlCms5KCsrM1FRUaydXxI3Nzfm3bt3DMMwzJMnT3j7fP7UkCFDmAkTJjDFxcUi74cbN24wTZs25Tk7whVqTBExJiYmjLKyMiMvL880b96cMTU1FXlw4dMvj59eoFJSUphatWqxHl9TU5NJTk5mPU5VmjZtyhw8eFBsu6+vL9O4cWNOcqhbty7z4MEDse33799n6tatyzAMw9y7d4/R0tLiJB+GYZgPHz4wp06dYn799VdGVlaWMTQ0ZLZt28bk5eX98FgCgYCRkpKq8iEtLc2sX7/+h8eVREFBgUlPT2cYpuJGw5IlSxiGqfhCwcXfg7y8PJOWlia2PS0tjfWGjJubG+Pm5sZISUkxGzZsEP7s5ubGbN26lRk6dCgnDUqG4b8xoaGhwVy8eJGX2AzDMEpKSsJrMV/8/PyYZcuWMZ06dWIUFBQYU1NTZv78+czZs2eZV69esR5fUVFR+Lfw+WcTVze62rRpw4SGhoptDwkJEd5svHr1KtOgQQPWcmjVqhUTGRnJ2vklkZaWFt5QkZKSknhzhWuamppMQkICwzCi74e0tDRGUVGRz9QIh2T47hkj1c/QoUP5TgFFRUVQUlIS2/7q1StOhnhNnToVJ06cwNKlS1mPJYmdnR3mz5+PkpIS9OzZEwBw/fp1LF68GAsWLOAkh/z8fGRnZ4sN4Xv58iUKCgoAAOrq6vjw4QMn+QAVw5xKSkrw4cMHMAwDDQ0N7NixA05OTti3bx/GjBnzw2LduHEDDMOgZ8+eOHXqlMjcMDk5OTRs2BB169b9YfG+pEGDBrh9+zY0NTVx5coVHDt2DADw+vVrKCgosB5fV1cXsbGxaNSokcj2mJgYaGlpsRrb1dUVQMVr7+HhAWlpaeE+OTk5NGrUiLOhNM+fP8fcuXMlXpu4oKamBgMDA15iA0C/fv0QERHBaw5WVlbQ0dHBggULcOnSJairq3Mav3bt2khOThb7WwgJCeHseUlJSYGqqqrYdlVVVeEQ9GbNmiEnJ4e1HLZt24alS5diz549Ys8FW+rWrYtTp05hwIABYBgGz549w/v37yUeq6+vz0lO5eXlEocYP3v2TGyeLfmJ8dqUI6QK/fv3Z1auXMkwTMXdntTUVKasrIwZNWoUM2LECNbjl5aWMlZWVoyFhQUzZ84cxsHBQeTBhpiYGJFhC4sXL2YUFBSEPSFKSkrMmjVrWIktibW1NdO4cWPm9OnTzNOnT5mnT58yp0+fZgwMDJgJEyYwDMMwR48eZdq1a8d6LhEREczs2bMZTU1Npk6dOsySJUuYpKQk4X53d3dGV1eXldiPHz9mysvLWTn3t9q5cycjIyPDqKurM0ZGRsL3ibu7O2Npacl6/MWLFzMNGzZkAgICmNLSUqa0tJS5fv0607BhQ2bBggWsx2cYhrG0tOSk5+FLhg0bxvz111+8xff29mbGjh3LvH37lrOY586dEz48PT0ZfX19ZtWqVczJkydF9p07d46TfFxdXZlhw4YxWlpaTN26dZlx48Yxe/bsYR49esRJ/I0bNzKtW7dm7ty5w6ioqDA3b95kDh06xOjo6DDu7u6c5NClSxfGysqKyc7OFm7Lzs5mrKysmG7dujEMU9EzxeYQXHV1dUZOTo6RkpJilJWVGQ0NDZEHG/bs2SOMWdWjckQBV0aPHs3Y2dkxDPPxu8qbN2+Ynj17cjL0llQPVICCSJSXl4eTJ08iJSUFixYtgqamJiIjI6Gnp4d69eqxHv/+/fvo1asXzMzMEBAQgMGDB+PBgwd49eoVQkND0aRJE1bjr1+/Hs7OzmjRogX09PTEJloHBAT88JifTrA3MDBAeHg45OXlER8fD0VFRTRr1ozTwguFhYVwcHCAr6+vsMiCjIwMJk2aBFdXV9SqVQvR0dEAKopEsMXQ0BAJCQno27cv7OzsMGjQIJHeCaCiGISurq7YhPwfoXv37rC0tISFhQW6dOnCSU+QJBEREXj69Cn69OkjrBB18eJFqKuro0uXLqzG/vDhAyZOnIgTJ05ARqZiQENZWRkmTZoEDw8PyMnJsRqfT59WTnv58iXWrl0LW1tbGBoaQlZWVuTYwYMHs5rLu3fvMGzYMISGhqJRo0Zi8dmoYCYl9W0rqAgEAs6KgFSKi4tDUFAQAgICcOHCBejq6uLZs2esxmQYBhs3bsSmTZvw9u1bAIC8vDwWLlyIdevWsRq70qNHjzBkyBCkpaWhQYMGAICnT5/CwMAA586dQ/PmzXH27Fm8efMGEydOZCUHHx+fL+5nqyjNmzdv8OTJExgZGeHatWtV9oxzVUDr2bNn6NevHxiGQVJSEszNzZGUlARtbW0EBweLFcwhPydqTBExsbGx6N27N9TU1PD48WM8evQIBgYGWLlyJdLT0+Hr68tJHvn5+dixYwdiYmJQWFgIMzMzzJ49G3Xq1GE9toaGBlxdXTF58mTWY1XS0tLCpUuX8Msvv0BKSgpZWVnQ0dHhLH5VCgsLhUNHDAwMxEq9Pnv2DHXr1v3mL13/1rp16zBlyhROGvGSrF+/HsHBwbh16xZKS0thbm4u0rjicsjXhw8fkJaWhiZNmggbNVxKSkpCVFQUFBUVYWRkxGm5+rKyMnh7ewtLMX/ecGbjBgdQvRoTo0ePxo0bNzBy5EixmzwAdxXM+MYwDKKiohAYGIgbN24gJCQEb968gaGhIaKiojjJ4cOHD0hOTkZhYSFat27NeQns8vJy+Pv7IzExEQDQokUL9OnTh7XrcHXj4+ODsWPHcnqDsSqlpaU4duwYYmNjhd9Vxo8fD0VFRb5TIxyhxhQR07t3b5iZmeGPP/6AiooKYmJiYGBggFu3bsHa2hqPHz/mO0XW1a5dGzdv3kSzZs04izl9+nT4+vqiTp06SE9PR/369cV6YCqxXZr931BVVUV0dDQr8wVKSkrQsmVLXLhwgff1lEpLSxEeHo6goCAEBgYiICAAUlJSVY7Z/5Hevn0Le3t74d3gyvK79vb2qFevHidz+7y8vODq6oqkpCQAFXMy5s+fj2nTprEeGwDmzJkDb29vDBw4UGIp5sq5VT+zWrVqwc/Pj5O1jP4fhoaGuHTpkrDX5EcaNGgQQkNDUVBQAGNjY+GNje7du3M+f6q6Y/N1ACrmbh04cAApKSlwc3ODrq4uLl++DH19fbRp04aVmIRUR1SAgogJDw/Hnj17xLbXq1cPmZmZnOQQHBz8xf3du3dnNf68efOwfft2uLu7sxrnU3v37sXw4cORnJyMuXPnws7O7j8xgZXN+zGysrKcNFa+RWpqKuLi4hATE4PY2FioqKiw/j6stGzZMsTExCAwMBBWVlbC7b1798bq1atZb0w5Oztj69atsLe3R6dOnQAAt2/fhoODA9LT07F27VpW4wPAsWPHcPz4cQwYMID1WFXx9fXFmDFjxO6Gf/jwAceOHWN9nakGDRpILDxQ3Tx+/BglJSWsnLtly5aYMWMGunXrBjU1NVZifMn79++xffv2Ktf64nKx2K9h83UICgpC//790aVLFwQHB2PDhg3Q1dVFTEwMvLy8cPLkyR8eU1NTE4mJidDW1oaGhsYXF+3las2z6rCAMuEf9UwRMbq6uvDz84OpqalIz9TVq1cxZcoUPH36lPUcJA1V+PTCyfZwmmHDhiEgIABaWlpo06aN2NwEthfHtLW1hbu7+3+iMfXpe4QNGzduRGJiIjw9PXkZ2mZtbY2goCAUFxeje/fusLCwgKWlJYyMjL74Yf4jNWzYEH/99Rc6duwo8nwnJyfDzMxMWF2RLTo6OnB3d8e4ceNEth89ehT29vasVg2rVLduXQQGBqJ58+asx6oK3wsHX7x4Edu3b4eHhwdnFdS+B9vXhG/BVq/M+PHj4e/v/58Yasnm69CpUyeMGjUKjo6OInHu3r2L4cOHszJ37dOhfXzN2fpcdVhAmfCPeqaImMGDB2Pt2rU4fvw4gIqLQnp6OpYsWYIRI0ZwksPr169Ffi4pKUFUVBScnJywYcMG1uOrq6tj+PDhrMepyoEDB3iLXd2Eh4fj+vXr8Pf3h6GhIWrVqiWyn+2G7bFjx6CtrY1p06ahZ8+e6Nq1K+elsV++fClxInNRUREnDbqSkhKYm5uLbW/Xrp2wOAnbFixYADc3N+zYsYOzRuznKr8cfe7Zs2ec9JJMmDABb9++RZMmTaCkpCR2k4eru/H/BWz1yly4cAGXLl1ivehLdRcXF4cjR46IbdfV1WXt5sqnDaTr168Lh3iyXZDqS65evYoVK1Zgw4YN6NChAwDg7t27cHJywsqVK6GmpoYZM2Zg4cKF8PLy4i1Pwi5qTBExLi4uGDlyJHR1dfHu3TtYWFggMzMTnTp14qQhA0DiF5M+ffpATk4Ojo6OuHfvHqvxqTFTfairq3PWiJckNzcXN2/eRGBgIJYtW4b4+HiYmJjA0tISlpaW6Nu3L+s5mJub4+LFi7C3twfwsZfW09NTOOyOTRMnTsTu3buxdetWke179+7F+PHjWYv7+Q2NgIAAXL58mfPeYlNTUwgEAggEAvTq1Uukh7SsrAxpaWkiwy/Zsm3bNtZjkC+rV6/ef2LEANvU1dWRkZEhNoQtKiqKk2JB8vLy2Lx5M+zs7FC3bl3hiAELCwtO5zrPmzcPe/fuRefOnYXbevXqBQUFBUyfPh0PHjzAtm3bMGXKFM5yItyjxhQRo6amhqtXryIkJESkOk3v3r35Tg16enp49OgR32mQT7DdS8B3w1ZDQwODBw8Wlr1OTk7G+vXrsWXLFvz++++clIPeuHEj+vfvj4cPH6K0tBRubm54+PAhbt26haCgINbjAxUFKPz9/dGxY0cAQFhYGNLT02FjYwNHR0fhcZ83uP4fn99UGTZs2A87979RuZB5dHQ0+vXrJ1K5rXLhYC4a/FwNXSJVc3FxwZIlS+Dh4cFpNcvqZuzYsViyZAlOnDgBgUCA8vJyhIaGYuHChazPHQSAffv2AahYSDs4OBhBQUFwcXHBjBkzUKdOHdZL5FeqDgsoE/5RY4qIef/+PRQUFNC1a1feqkbFxsaK/MwwDDIyMrB582bW1jQyMzPD9evXoaGhIbwTXZXqNMmYb1xNu3z58qWwId2iRQvOysbn5uYKK/gFBgbi4cOHUFdXx6BBg2BhYcFJDl27dkVMTAw2bdoEQ0ND+Pv7w8zMDLdv34ahoSHr8e/fvw8zMzMAFV8eAEBbWxva2tq4f/++8Lgf3bDmuyFdqXIeTKNGjTBmzBje1hr71Pv37/HhwweRbf+F4hT/debm5nj//j0MDAxq9FDLjRs3Yvbs2WjQoAHKysrQunVrlJWVwdraGitXruQsDw0NDWhpaUFDQwPq6uqQkZHhdEmRdu3aYdGiRfD19RXGffnyJRYvXoz27dsDqFhSgq2KiqR6oMYUEaOuro4OHTrAwsICPXr0QKdOnThfL8HExETipM6OHTti//79rMQcMmSIsEpX5Z3omqqkpASKioqIjo5G27Ztv3jsw4cPUbduXdZyKSoqgr29PXx9fYWVs6SlpWFjY4Pt27ezPn9JV1cX2tra6NatG+zs7GBpaclJA6ZSSUkJZsyYAScnJ+HdWK7duHGDl7jVDd89Q0VFRViyZAmOHz+O3Nxcsf1cL5pblT179kBPT4/vNFgxbtw4PH/+HBs3bpRYgIJrlTc/JWHzdZCTk8O+ffvg5OSE+/fvo7CwEKamppwNsVu+fDkCAwMRFRWFVq1awcLCAkuXLkX37t05LfTg5eWFIUOGoH79+hIXUAYq1mrksoFJuEfV/IiYkJAQBAcHIzAwUGSh0soxyX369GE9hydPnoj8LCUlBR0dnWpxR7imMDAwwJkzZzhbSb4qM2bMwLVr17Bjxw7hpO+QkBDMnTsXffr0we7du1mN/+DBg29aMyU0NBTm5uasLCKppqaG6OjoGl1it6re4k9LEE+ePBk9evT4oXG/VoL5U2z3SsyePRs3btzAunXrMHHiROzcuRPPnz/Hnj17sHnzZlbnrwHA3Llz0bRpU8ydO1dk+44dO5CcnFyt5nSxVclOSUkJt2/f5vW6WF5ejg0bNsDDwwNZWVnCdeecnJzQqFEjTJ06lbNc+FpIvPI7gYODA4YPH85rlc+avoAyAcAQ8gUlJSXMrVu3mEmTJjEyMjKMlJQU3ylxIj09nXn69Knw57CwMGbevHnMnj17eMyKW56ensyAAQOY3NxcXvPQ0tJibty4IbY9ICCA0dbW5j6hKqioqDApKSmsnNvGxobZunUrK+f+r1i6dCmjpqbGdO3alXF0dGQcHR2Zbt26MWpqasy8efOYPn36MFJSUszZs2d/aFxvb2/hw8XFhdHQ0GDGjh3LuLm5MW5ubszYsWMZDQ0NTl6fBg0aCP8WVFRUmKSkJIZhGMbX15fp378/6/Hr1q3LREREiG2/d+8eU69ePdbj/xuHDx9mCgsLf/h5TU1Nmdu3b//w8/4ba9asYQwMDJhDhw4xioqKwuvOsWPHmI4dO3KSQ1FRETNlyhRGWlqakZaWFuYwZ84cZtOmTazHj46OZtzc3Jhhw4Yx2traTN26dZlx48Yxe/bsYR49esR6fEI+RT1TRKLExEThHJHAwEDhGjuWlpaYN28eKzH/zQK5n98Z/dG6deuG6dOnY+LEicjMzETz5s3Rtm1bJCUlwd7eHs7OzqzGrw5MTU2RnJyMkpISNGzYUKwkOVfzxpSUlHDv3j20atVKZPuDBw/QoUMHFBUVcZLH17C5psv69evh4uKCXr16oV27dmKvBdt/D9WBnZ0d9PX14eTkJLJ9/fr1ePLkCfbt24dVq1bh4sWLiIiIYCWHESNGoEePHpgzZ47I9h07duDatWs4e/YsK3ErKSsr4+HDh9DX10f9+vVx+vRpdOjQAWlpaTA0NERhYSGr8RUUFHD//n00bdpUZHtycjLatm3LyQLbfPeO+fv7Y82aNdiwYQMMDQ3F5kxxMW+tadOm2LNnD3r16iVy3UlISECnTp3ElhZhw7x58xAaGopt27bBysoKsbGxwqFtq1evRlRUFOs5fComJgaurq44fPgwysvLOR3yev36dVy/fl3iIs5sTUsg1Qs1poiYevXq4d27d8LSzxYWFpwsUPqtQ5gEAoGwSg5bNDQ0cOfOHbRo0QLu7u7466+/EBoaCn9/f8ycOZP1+NXBmjVrvrifq8Upe/XqBS0tLfj6+gqHeb579w6TJk3Cq1evcO3aNU7y+Bo2G1Nf+tvg4u+hOlBTU8O9e/ckfpFv164d8vPzkZCQgPbt2+PNmzes5KCsrIzo6GiJOZiYmLDemDEyMsL27dthYWGB3r17w8TEBH/++Sfc3d3xxx9/sF7BrG3btpg5c6ZYY3L79u3YvXs3Hj58yGp8oOLz6fz582jXrp3I9sjISAwePJj156By6Nbnn4fMP2uQcfElXlFREQkJCWjYsKHIdefhw4fo0KED6+9DgP+FxBmGQVRUlPCGb0hICAoKCmBkZAQLCwu4urqyGr/SmjVrsHbtWpibm6NOnTpi74szZ85wkgfhFxWgIGJ0dHSQkJCAzMxMZGZmIisrC+/evWN9on9aWprE7ZXtfS4n+paUlAjnvly7dk1YFrtly5bIyMjgLA8+cdVY+ho3Nzf069cP9evXF85TiImJgYKCAvz8/HjOjhtV/W3UJAoKCrh165ZYQ+bWrVvCRnZ5eTmr8yq1tLRw7tw5LFiwQGT7uXPnoKWlxVrcSra2toiJiRFOth80aBB27NiBkpKSH1qSviqOjo6YM2cOXr58iZ49ewKouCv/559/ws3NjfX4QEV1TUnrEKqqqnJSfro6FGNp3bo1bt68KVaa/eTJkzA1NeUkB74XEtfU1ERhYSGMjY1hYWEBOzs7dOvWDerq6qzH/pSHhwe8vb0xceJETuOS6oUaU0RMdHQ08vLyhGs3LF++HA8fPoSJiQl69OjB2cK9Xl5ecHV1RVJSEoCKtRrmz5+PadOmsR67TZs28PDwwMCBA3H16lWsW7cOAPDixQtOvjSRjyqHVx4+fBgJCQkAKipqjR8/nvMqk9UBHzcXqgN7e3vMnDkT9+7dE5YcDg8Ph6enJ5YvXw4A8PPzY23pBKDiLvS0adMQGBiIX375BUDFeltXrlxhvdJiSUkJLly4AA8PDwBA7969kZCQIOytMzIyYjU+AEyZMgXFxcXYsGGD8JrYuHFjeHh4cLK2EFAxxO3KlStivWOXL19mpVf4c1wth/Alzs7OmDRpEp4/f47y8nKcPn0ajx49gq+vLy5cuMBJDnwvJH7o0CF069aN9+UAPnz4ILJgL6mh+JuuRf4LcnJymJMnTzITJ07ktACFk5MTU6tWLWbp0qXMuXPnmHPnzjFLly5llJWVGScnJ9bj37hxg1FXV2ekpKQYW1tb4fZly5Yxw4YNYz1+dSAQCBgpKakqH0QUmwUoGIZhfHx8mLZt2zLy8vKMvLw8Y2hoyPj6+rIWrzo6dOgQ07FjR0ZDQ4PR0NBgOnbsyBw+fFi4/+3bt8y7d+9YzeHOnTuMtbU1Y2pqypiamjLW1tbMnTt3WI1ZSVtbm0lMTOQkliRv375lioqKGIZhmOzsbCYuLo7ZunUrc+XKFc5y8PLyYhQVFRlnZ2cmMDCQCQwMZJycnBhFRUVm7969rMSMiYlhysrKhP//pQdXgoODmd69ezM6OjqMoqIi06VLF8bPz4+z+Ddv3mSUlZWZmTNnMgoKCsIiMLVq1ZJYpORntXjxYmbt2rV8p0F4RnOmiJjTp0+LLFCqqamJrl27CudPcVESVkdHB+7u7hg3bpzI9qNHj8Le3p6T4RxlZWUoKCgQWbPi8ePHUFJSEg5vYLMcNt8q18ioVFJSgqioKPj4+GDNmjWclt998eIFQkJCJE7wrS7FF9icM7V161Y4OTlhzpw5IuXhd+7cifXr18PBweGHxyTVj4ODA+Tl5bF582Ze4vft2xfDhw/HzJkzkZeXh5YtW0JWVhY5OTnYunUrZs2axUkeu3fvxoYNG/DixQsAFb1jq1atYq13TEpKCpmZmdDV1YWUlJTENRABcDZnqrpITU3Fpk2bEBMTg8LCQpiZmWHJkiWcrsPHt3nz5sHX1xdGRkYwMjISK0jCxfBbwj9qTBExurq6wsp9FhYWvFwY1dXVER4eLrYAYGJiIjp06IC8vDzOc5JEVVUV0dHRnAwvqS6OHDmCv/76S6yxxRZvb2/MmDEDcnJy0NLSEhnexlXxhdLSUgQGBiIlJQXW1tZQUVHBixcvoKqqCmVlZdbjN27cGGvWrBH7sujj44PVq1fTnCoWFRQUCIcSfW1SPdtDjioXr27WrJnEqo5sf3HT1tZGUFAQ2rRpA09PT2zfvh1RUVE4deoUnJ2dER8fz2p8oKL4DMMwUFJSwsuXL5GVlYWrV6+idevW6NevHysxnzx5An19fQgEArE1ED/3+TwmtuTl5eHkyZNITU3FwoULoampicjISOjp6aFevXqsxv50IfGavPYdgC+uaycQCBAQEMBhNoQv1Jgi1ZK9vT1kZWXFvhwsXLgQ7969w86dO3nKTBSbvRHVVWpqKoyMjDipGAUADRo0wMyZM7Fs2TJeFkF88uQJrKyskJ6ejuLiYuECmfPmzUNxcbFwDgubqipJnZSUBENDQ05KUvNBU1MTiYmJ0NbW/uriuWwtmCstLY2MjAyRXonPMRxVcuP7i5uSkhISEhKgr6+P0aNHo02bNli1ahWePn2KFi1a4O3bt6zGB/jvHQsODkbnzp3FFqgtLS3FrVu30L17d1bjA0BsbCx69+4NNTU1PH78GI8ePYKBgQFWrlyJ9PR0+Pr6sp4DLSROyEdUgIJIVFZWhrNnzwrvNLZu3RpDhgyBtLQ0azEdHR2F/y8QCODp6Ql/f3907NgRQMVE7/T0dM4mOhNx7969g7u7O+t3Pj/19u1bjB07lrfV5OfNmwdzc3PExMSIFB8ZNmwY7OzsOMmhadOmOH78uLDQQqW//vpLrPf2Z+Lq6goVFRUAYH39oKoEBARAU1NT+P98Fv7gu5Jc06ZNcfbsWQwbNgx+fn7C4aXZ2dmcFQKIjIwUlr0+efIk9PT0RHrH2G5M9ejRQ9i4/lR+fj569OjByTA/R0dHTJ48GX/88Yfw7wMABgwYAGtra9bjA8DQoUNx9uxZGmJMCKgxRSRITk7GgAED8Pz5c7Ro0QIAsGnTJjRo0AAXL15EkyZNWIn7+SJ/leuIpKSkAKgYYqKtrY0HDx6wEp+I+rwngGEYvHnzBkpKSjh06BBneUydOhUnTpzA0qVLOYv5qZs3b+LWrVuQk5MT2d6oUSM8f/6ckxzWrFmDMWPGIDg4WDhnKjQ0FNevX8fx48c5yYEPkyZNkvj/XPq0epulpSUvOVQXzs7OsLa2hoODA3r16iWs2ubv789ZSe63b98KGxD+/v4YPnw4pKSk0LFjx68OwfsRKnshP5ebmys27JIt4eHh2LNnj9j2evXqITMzk5McmjVrhrVr1yI0NLTGLiReKSIiAsePH0d6ejo+fPggsu/06dM8ZUW4RI0pImbu3Llo0qQJ7ty5I7wjm5ubiwkTJmDu3Lm4ePEiK3H5vutKRH3eEyAlJQUdHR388ssvIkU52LZp0yb8+uuvuHLlCgwNDTmf4FteXi7xbvOzZ89E7gqzacSIEQgLC4OrqyvOnj0LAGjVqhXu3r3L2ZfY6iAlJQUHDhxASkoK3NzcoKuri8uXL0NfXx9t2rRhPf6nc0m7dOnC6ppW1dHIkSPRtWtXZGRkiBQi6tWrF4YNG8ZJDnz1jg0fPhxAxaiJyZMnixQdKisrQ2xsLGclsuXl5SXO30tMTISOjg4nOXh5eUFdXR337t3DvXv3RPYJBIIa05g6duwYbGxs0K9fP/j7+6Nv375ITExEVlYWZ38ThH80Z4qIqVWrFu7cuSNWeCImJgZdunThbK7Mf0FNLEDBtfXr18PZ2RktWrSAnp6eWAEKtueJjBkzBmpqati7dy9UVFQQGxsLHR0dDBkyBPr6+jhw4ACr8UmFoKAg9O/fH126dEFwcDDi4+NhYGCAzZs3IyIiAidPnmQ9h/Xr1yM4OBi3bt1CaWkpzM3NRRpXbC9sTiqG9llbW6OsrAy9evWCv78/gIqbLsHBwbh8+TIrcW1tbQFUFH0ZPXq0yBp3cnJyaNSoEezs7KCtrc1K/E9NmzYNubm5OH78ODQ1NREbGwtpaWkMHToU3bt3521IbE1kZGSEGTNmYPbs2cI51I0bN8aMGTNQp04drFmzhu8UCQeoMUXEaGpq4sKFC2J32UJDQzFo0CDWJnr/F/3sBSjy8vLg5eUlnDvXpk0bTJkyBWpqapzloKGhAVdXV0yePJmzmJ969uwZ+vXrB4ZhkJSUBHNzcyQlJUFbWxvBwcFicyfYcOnSJUhLS4tVK/Pz80N5eTn69+/Peg5869SpE0aNGgVHR0eRv7u7d+9i+PDhePbsGWe5lJaWIjw8HEFBQQgMDERAQACkpKR+2kIg1U1mZqawd6xyLuXdu3ehqqqKli1bshp7zZo1WLhw4VeH9LG5bEZ+fj5GjhyJiIgIvHnzBnXr1kVmZiY6deqES5cucTbckFTcfH7w4AEaNWoELS0tBAYGwtDQEPHx8ejZsycyMjL4TpFwgJ8Z3aRa+/XXXzF9+nSEhYWBYRgwDIM7d+5g5syZGDx4MN/pVStv3rz5aRtSERERaNKkCVxdXfHq1Su8evUKW7duRZMmTRAZGclZHvLy8sJ5QnyoX78+YmJisHz5cjg4OMDU1BSbN29GVFQUJw0pAFi6dKnEoYYMw/A2l4xrcXFxEofN6OrqcrLu3KdSU1MRFxeHmJgYxMbGQkVFpUY0aKuL2rVrw9TUVKQoTYcOHVhvSAHAqlWrvqmx0r9/f9bmVKqpqeHq1au4cOEC3N3dMWfOHFy6dAlBQUGcNaRGjBiB33//XWz7H3/8gVGjRnGSQ3WgoaGBN2/eAKiYs3b//n0AFTciuahuSaoH6pkiYvLy8jBp0iT8/fffwvkppaWlGDx4MLy9vTntleCSqanpN1fq4rIxwZdu3bqhadOm2Ldvn7AMcGlpKaZNm4bU1FQEBwdzksemTZuQkZEBd3d3TuJVR4qKioiPj0ejRo1Etj9+/Bht2rRBUVERP4lxqH79+jh+/Dg6d+4s0jN15swZLFy4UFiohk3W1tYICgpCcXExunfvDgsLC1haWsLIyIjXKn+k+mFr1EJJSQkUFRURHR2Ntm3b/tBz/xs6OjoICAgQmw4QFxeH3r17Iysri6fMuGVtbQ1zc3M4Ojpi3bp12L59O4YMGYKrV6/CzMyMClDUEFSAgohRV1fHuXPnkJSUhPj4eAgEArRq1UpsjZufzdChQ/lOoVqJiIgQaUgBgIyMDBYvXgxzc3PO8rh79y4CAgJw4cIFtGnTRqwABRsfVufPn//mY7norVVTU0NqaqpYYyo5ObnGDOkZO3YslixZghMnTkAgEKC8vByhoaFYuHAhZ8slHDt2DNra2pg2bRp69uyJrl270jwpwilZWVno6+tzUoL9SwoLC8UqnAIV+X1tceufyY4dO4TDe1esWAFZWVncunULI0aMwMqVK3nOjnCFeqbIF1W+Peiua82jp6eHgwcPom/fviLb/fz8YGNjw9mdx8qJ31VhowDEt65pxcVCrQAwY8YM3L59G2fOnBEuTZCcnIwRI0agffv28PT0ZD0Hvn348AGzZ8+Gt7c3ysrKICMjg7KyMlhbW8Pb25vVNfAqvX79Gjdv3kRgYCCCgoIQHx8PExMTWFpawtLSUuxvhdRcbM6n9fLywunTp3Hw4EFhxV2udejQAb/++iucnZ1Ftq9evRp///23WIW/n1FpaSmOHDmCfv36QU9Pj+90CI+oMUUk8vLygqurK5KSkgBUrCkxf/58TJs2jefMCFfmzp2LM2fO4M8//xQWIwkNDcWiRYswYsQIqhjFofz8fFhZWSEiIgL169cHUFEYo1u3bjh9+jTU1dX5TZBD6enpuH//PgoLC2FqasrrosXJyclYv349Dh8+XGUJfVIzsdmYMjU1RXJyMkpKStCwYUOx3mkuhqH//fffGD58OKytrdGzZ08AwPXr13H06FGcOHGixoz0UFJSQnx8PBo2bMh3KoRHNMyPiHF2dsbWrVthb28vXJTx9u3bcHBwQHp6OtauXctzhuwrKyuDq6trlQvx/awVDWNjY9G2bVtISUnhzz//hEAggI2NDUpLSwFUDOGYNWsWNm/ezGlepaWlCAwMREpKCqytraGiooIXL15AVVUVysrKnObCBzU1Ndy6dQtXr15FTEwMFBUVYWRkhO7du/OdGuf09fWhr6/PS+zc3FxhBb/AwEA8fPgQ6urqGDRokMjivoSwOZqjOjRUBg0ahLNnz2Ljxo04efKk8Jp07dq1GvW30KFDB0RHR1NjqoajnikiRkdHB+7u7hg3bpzI9qNHj8Le3p7zyll8cHZ2hqenJxYsWICVK1dixYoVePz4Mc6ePQtnZ+efdkFCaWlpZGRkQFdXFwYGBggPD4eioqJwcn+TJk04nyPy5MkTWFlZIT09HcXFxUhMTISBgQHmzZuH4uJieHh4/PCY7u7umD59OhQUFL5a+KI6vRcMDQ1x6dIlNGjQgO9UfriysjJ4e3vj+vXryM7ORnl5uch+ttcbAyr+PrS1tdGtWzdh8YnPJ+ATAvz8y2aQCsePH8eyZcvg4OCAdu3aifUSGhkZ8ZQZ4RI1pogYdXV1hIeHiw2fSUxMRIcOHZCXl8dPYhxq0qQJ3N3dMXDgQKioqCA6Olq47c6dOzhy5AjfKbJCS0sLly5dwi+//AIpKSlkZWVBR0eH15yGDh0KFRUVeHl5QUtLS/gFJTAwEHZ2dsKhqD9S48aNERERAS0tLTRu3LjK4wQCAVJTU394/O/1M3+BmzNnDry9vTFw4EDUqVNH7M6/q6sr6zk8ePAAbdq0+epxbK4xRPh19OhRsRuNlRYtWoQtW7ZwlsuHDx8k3ljgouf26dOnEAgEwmHHd+/exZEjR9C6dWtMnz6d9fjVhaT5tQKBAAzDcDanlvCPGlNEjL29PWRlZbF161aR7QsXLsS7d++wc+dOnjLjTq1atRAfHw99fX3UqVMHFy9ehJmZGVJTU2Fqaor8/Hy+U2TF9OnT4evrizp16iA9PR3169evcmI/V40ILS0t3Lp1Cy1atBBpLDx+/BitW7emtTw+8TM3prS1teHr64sBAwbwncpXqaqqIjo6+qd8HWo6dXV1HD16VGxdMQcHBxw7doyTRVoTExMxdepU3Lp1S2Q7l1/gu3XrhunTp2PixInIzMxE8+bN0bZtWyQlJcHe3l6sMMXP6smTJ1/cT8P/agaaM0Uk8vLygr+/Pzp27AgACAsLQ3p6OmxsbODo6Cg87vMG18+ifv36yMjIgL6+Ppo0aQJ/f3+YmZkhPDz8p77bvHfvXgwfPhzJycmYO3cu7OzsoKKiwmtOVU3sf/bsGee5UXVL/sjJyf1nlmege5Q/r8OHD2PcuHG4cOECunbtCqDiBuTp06dx48YNTnKwtbWFjIwMLly4ILGXlgv3799Hhw4dAFQMdTM0NERoaCj8/f0xc+bMGtOY+tbG0sCBA+Hp6Yk6deqwnBHhAzWmiJj79+/DzMwMAIRzZbS1taGtrS1c3Rv4ub9QDhs2DNevX8cvv/wCe3t7TJgwAV5eXkhPT4eDgwPf6bHKysoKAHDv3j3MmzeP98ZU3759sW3bNuzduxdAxfuusLAQq1at4qyXgqpb8m/BggVwc3PDjh07fuprD6neBg4ciF27dmHw4MG4evUqvLy8cO7cOdy4cQPNmzfnJIfo6Gjcu3cPLVu25CSeJCUlJcIbi9euXROut9eyZUtOeuf+a4KDg/Hu3Tu+0yAsocYUEfOtd9eePXuG8vLyb16T57/k02p1Y8aMgb6+Pm7fvo1mzZph0KBBPGbGHTbWb/oeLi4u6NevH1q3bo3379/D2toaSUlJ0NbWxtGjR1mPT9Ut+TN8+HCRnwMCAnD58mXOFm8mRBJra2vk5eWhS5cu0NHRQVBQEKe9pq1bt+a9EFSbNm3g4eGBgQMH4urVq1i3bh0A4MWLF9DS0uI1N0K4RnOmyHejeQGEK6WlpTh27BhiY2NRWFgIMzMzjB8/HoqKiqzH/i9Vt/zZ5kx9bcHmT1WXxj/w870ONd2nQ9s/deLECZiZmQkX0gbYG/peUFAg/P+IiAisXLkSGzduhKGhodiNBVVVVVZy+FRgYCCGDRuGgoICTJo0Cfv37wcALF++HAkJCXRz4zN0Tfi5Uc8U+W4/czvc19f3i/ttbGw4yoQAgIyMDCZMmMBL7JKSEpibm4ttb9eunXD9LS5cv369yrLglV9k9uzZAz09Pc5yYtv3NJCqQyU9Gob4c4mKipK4vWnTpigoKBDuZ/N1V1dXFzk/wzDo1auXyDFcFqCwtLRETk4OCgoKoKGhIdw+ffp0keUzqsPfIyFso54p8t1+5jstn344ABVfqN++fQs5OTkoKSn9tIv2VlcvXrxASEiIxIYE2+s8VYfqlmvWrMHatWthbm4uccL5mTNnWM/hv6I69Jj/zNdGwo+goCDh/z9+/BgNGjQQq7RaXl6O9PR0TJo0iev0qlQd/h6rA7om/NyoZ4oQCV6/fi22LSkpCbNmzcKiRYt4yKjm8vb2xowZMyAnJwctLS2RhoRAIGClMfXpsB6BQABPT88qq1tywcPDA97e3pg4cSIn8f7L2Lw/mJCQUOWkfz8/P/Tr1w8A8ObNG9ZyIDWThYWF8P979uwpXFz9U7m5uejdu3e1akzR/XpSE1BjipBv1KxZM2zevBkTJkxAQkIC3+nUGE5OTnB2dsayZcs4K3by+bCedu3aARCvbvngwQNO8vnw4QM6d+7MSSxSNTMzM2zZsgWzZ88WbisuLsaCBQvg6emJ9+/f85gdYcvnhVC+hIu5QpXD+T5XWFgIBQUF1uOTf2/58uXQ1NTkOw3CEmpMke9WE+cFyMjI4MWLF3ynUaO8ffsWY8eO5bRqJFfrxXyradOm4ciRI3BycuI7lRrN29sbs2bNwsWLF3HgwAFkZGTA2toa5eXluHnzJt/pEZaoqanxnQKAjz3mAoEATk5OInOTysrKEBYWBhMTE56yq7kOHjwIDw8PpKWl4fbt22jYsCG2bduGxo0bY8iQIQCAZcuW8ZwlYRM1psh3+5m778+fPy/yM8MwyMjIwI4dO9ClSxeesqqZpk6dihMnTmDp0qV8p4Jnz54BqFjUmUvv37/H3r17ce3aNRgZGYlV7/pZF8+ubkaPHo3OnTvD1tYWbdq0QVFRESZPngwXFxeRL7bk51JdKkVW9pgzDIO4uDjIyckJ98nJycHY2BgLFy7kK70aaffu3XB2dsb8+fOxYcMGYfEPdXV1bNu2TdiYIj83akwRMQcOHMCYMWO++uXg4cOHqFu3LkdZcWvo0KEiPwsEAujo6KBnz55wcXHhJ6kaatOmTfj1119x5coViWWA2W5IlJeXY/369XBxcUFhYSGAisnECxYswIoVKzjpMYuNjRXecf504WygZvYQfwkXz8eHDx9QVlaGsrIy1KlTh4ZWEU5U9pjb2trCzc2NkxLo/6+f/fq0fft27Nu3D0OHDhVZn9Lc3JwatjUINaaImKVLl2LevHkYNWoUpk6dWuVcjQYNGnCcGXc+rxhH+LNp0yb4+fmhRYsWACBWgIJtK1asgJeXFzZv3izslQwJCcHq1avx/v17bNiwgfUcqtuww+qMzR7zY8eOYdasWejWrRsSExMRHR0NW1tb+Pn54eDBg1Spq4Y4efIkjh8/jvT0dHz48EFkX2RkJOvxq0tP2bf4mUewAEBaWhpMTU3FtsvLy6OoqIiHjAgfqDFFxDx//hx///03vL29YWlpCQMDA9ja2mLSpEmoXbs23+mxpqqFGSWhYVXccXFxwf79+zF58mRe4vv4+MDT0xODBw8WbjMyMkK9evXw22+/cdKYItWjkt7UqVPx559/YtasWQCAPn36IDY2FjNnzoSJiYnIwqrk5+Tu7o4VK1Zg8uTJOHfuHGxtbZGSkoLw8HCRwiSkws9e2bJx48aIjo5Gw4YNRbZfuXIFrVq14ikrwjVqTBExMjIyGDZsGIYNG4asrCwcOnQIPj4+cHJygpWVFaZOnYpBgwZxWhCAC59XcIuMjERpaamwRyQxMRHS0tLCym6EG/Ly8rzOU3v16pXEL/EtW7ak9cY4VB0q6UVGRgqvB5V33DU1NXH8+HEcPHiQ9fiEf7t27cLevXsxbtw4eHt7Y/HixTAwMICzs3ONuh5kZWVh4cKFwoXEP++B4mLh4OrA0dERs2fPxvv378EwDO7evYujR49i06ZN8PT05Ds9whFqTJEv0tPTQ9euXZGYmIjExETExcVh0qRJ0NDQwIEDB2Bpacl3ij/Mp0Optm7dChUVFfj4+AgX8H39+jVsbW3RrVs3vlKskebNm4ft27fD3d2dl/jGxsbYsWOHWPwdO3bA2NiYl5xqoupQSa9Fixbw8vKCq6srkpKSAFQsmTB//nxMmzaNkxwIv9LT04VD3xUVFYU9LxMnTkTHjh2xY8cOPtPjzOTJk5Geng4nJyeJC4nXFNOmTYOioiJWrlyJt2/fwtraGnXr1oWbmxvGjh3Ld3qEIwLmZx/QSr5LVlYWDh48iAMHDiA1NRVDhw7F1KlT0bt3bxQVFWHt2rU4duwYnjx5wneqrKhXrx78/f3Rpk0bke33799H3759qTw6h4YNG4aAgABoaWmhTZs2YgUo2F7XJSgoCAMHDoS+vj46deoEALh9+zbS09Nx+fJlalxz6NmzZ7C1tUVUVBQvlfScnZ2xdetW2Nvbi7wXduzYAQcHB6xdu5aTPAh/DAwMcOrUKZiamsLc3Bx2dnaYMWMG/P39MXbs2BrTO6WiooKbN29SKfZPvH37FoWFhWKLKZOfH/VMETGDBg2Cn58fmjdvDjs7O9jY2IgsNlerVi0sWLAAW7Zs4TFLdhUUFODly5di21++fPnTjwGvbtTV1f/Vopk/moWFBR49eoTdu3cjPj4eQMUinr/99ttPW82yOuOzkt7u3buxb98+jBs3Trht8ODBMDIygr29PTWmaoCePXvi/PnzMDU1ha2tLRwcHHDy5ElERETwep3iWoMGDX764hLfIi0tDaWlpWjWrBmUlJSEN3aSkpIgKyuLRo0a8Zsg4QT1TBExU6dOxbRp04R3XiVhGAbp6eliky5/FjY2Nrh58yZcXFzQoUMHAEBYWBgWLVqEbt26wcfHh+cMyedCQ0Nhbm4OeXn5H37u9+/fIzY2FtnZ2WKVHj8tTEHY82klPS8vL2ElvYYNG3JWSU9dXR3h4eFo1qyZyPbExER06NABeXl5rOdA+JWWloZ69eoJ13g6duwYbt26hWbNmsHKykrsvfGz8vf3h4uLC/bs2VOjGwwWFhaYMmUKJk2aJLL90KFD8PT0RGBgID+JEU5RY4qIKCkpgZWVFTw8PGrMh4Ikb9++xcKFC7F//36UlJQAqCjMMXXqVGzZsgW1atXiOUPyOVVVVURHR//wL9VXrlyBjY0NcnNzxe7ECgSCGjPRmm+1atUSqaQHVBQHmTlzJq5cucJJJT17e3vIysqKVfNcuHAh3r17h507d7KeA+GXtLQ0MjIyxIZy5ebmQldX96e+HmhoaIjMjSoqKkJpaSmUlJTEhl/XlOGOqqqqiIyMRNOmTUW2Jycnw9zcnG6w1BA0zI+IkJWVRWxsLN9p8E5JSQm7du3Cli1bkJKSAgBo0qQJNaKqMbbuC9nb22PUqFFwdnaGnp4eKzHI11WXSnpeXl7w9/dHx44dAVT0WKenp8PGxkZkeQVaPuHnVNV1prCw8KdfvHnbtm18p1DtCAQCiUP/8/Pzf+qGNRFFPVNEjIODA+Tl5UVW8yakulNRUUFMTMwP75lSVVVFVFQUmjRp8kPPS/49vivp9ejR45uOEwgECAgIYDkbwqXKhrKbmxvs7OxEip6UlZUhLCwM0tLSCA0N5StFwoNBgwZBUVERR48ehbS0NICK98OYMWNQVFSEy5cv85wh4QL1TBExpaWl2L9/P65du4Z27dqJ9cbQHVdSk4wcORKBgYHUmOJZVZX0HBwckJ6ezknxh0+XTyA1S+U6hAzDIC4uTjhnCgDk5ORgbGyMhQsX8pUe5y5dugRpaWnhYtmV/P39UVZWhv79+/OUGbd+//13dO/eHS1atBBWdr158yYKCgrohkoNQj1TRMyX7r7SHVdSXbHVM/X27VuMGjUKOjo6MDQ0FJsbMHfu3B8aj0imo6MDd3d3kUp6AHD06FHY29sjJyeHp8xITWJraws3NzeoqqrynQqvjIyMsHnzZgwYMEBk+5UrV7BkyRLExMTwlBn3Xrx4gR07diAmJgaKioowMjLCnDlzRKogk58bNaYIIT8FtgpQeHl5YebMmVBQUICWlpbIBGyBQIDU1NQfGo9IRpX0CKk+FBUVER8fL1bJ7/Hjx2jTpg2Kior4SYwQHtAwP1Kl5ORkpKSkoHv37lBUVATDMDV2lXNS/bF1X2jFihVYs2YNli5dCikpKVZikK+bOHEidu/eLTbMeO/evRg/fjxPWRFSM6mpqSE1NVWsMZWcnPzTF2qKjY1F27ZtISUl9dWCXUZGRhxlRfhEPVNETG5uLkaPHo0bN25AIBAgKSkJBgYGmDJlCjQ0NODi4sJ3iqQG6dmzJ06fPg11dXWR7QUFBRg6dCjrw041NTURHh5Oc6Z4Zm9vD19fXzRo0EBiJb1Ph1/SvE5C2DVjxgzcvn0bZ86cEV4bk5OTMWLECLRv3x6enp48Z8geKSkpZGZmQldXF1JSUhAIBBJv5tHSGTUHNaaIGBsbG2RnZ8PT0xOtWrUSzkPx8/ODo6MjHjx4wHeKpAb59IPrU9nZ2ahXr55wHTC2ODg4QEdHB8uXL2c1DvkyqqRHSPWRn58PKysrREREoH79+gCAZ8+eoVu3bhJvfv1Mnjx5An19fQgEAjx58uSLxzZs2JCjrAifaJgfEePv7w8/Pz/hBbJSs2bNvnrhIORH+XT4xMOHD5GZmSn8uaysDFeuXEG9evVYz6OsrAx//PEH/Pz8YGRkJFaAgnpBuEGV9AipPtTU1HDr1i1cvXpVpPBC9+7d+U6NdZUNpJKSEqxZswZOTk5o3Lgxz1kRPlFjiogpKioSWUOj0qtXryAvL89DRqQmMjExgUAggEAgQM+ePcX2KyoqYvv27aznERcXB1NTUwDA/fv3RfbRHEJCSE0lEAjQt29f9O3bl+9UeCErK4tTp07BycmJ71QIz2iYHxEzYMAAtGvXDuvWrYOKigpiY2PRsGFDjB07FuXl5Th58iTfKZIa4MmTJ2AYBgYGBrh79y50dHSE++Tk5KCrqytcJJEQQgh3vraum7OzM0eZ8GvSpEkwMTGBg4MD36kQHlFjioi5f/8+evXqBTMzMwQEBGDw4MF48OABXr16hdDQUJqITwghhNRglb31lUpKSpCWlgYZGRk0adIEkZGRPGXGrfXr18PFxQW9evVCu3btxCoZ0jqENQM1pohE+fn5wkXoCgsLYWZmhtmzZ6NOnTp8p0ZqoKSkJNy4cQPZ2dkoLy8X2VdT7oASQkh1VlBQgMmTJ2PYsGGYOHEi3+lw4ktzpWgdwpqDGlNETHp6Oho0aCBxPkh6ejr09fV5yIrUVPv27cOsWbOgra2N2rVriy2aW1PugBJCSHUXFxeHQYMG4fHjx3ynwrnKr9M0l7bmoRUoiZjGjRvj5cuXYttzc3OpYg3h3Pr167FhwwZkZmYiOjoaUVFRwgc1pAghpPrIz89Hfn4+32lwysvLC23btoWCggIUFBTQtm3bn3qdLSKOqvkRMQzDSLyzUlhYCAUFBR4yIjXZ69evMWrUKL7TIIQQ8g93d3eRnxmGQUZGBg4ePIj+/fvzlBX3nJ2dsXXrVtjb26NTp04AgNu3b8PBwQHp6elfLdRBfg40zI8IOTo6AgDc3NxgZ2cnUh69rKwMYWFhkJaWRmhoKF8pkhpo6tSpaN++PWbOnMl3KoQQQiA+V0hKSgo6Ojro2bMnli1bBhUVFZ4y45aOjg7c3d0xbtw4ke1Hjx6Fvb09cnJyeMqMcIl6pohQVFQUgIo7THFxcZCTkxPuk5OTg7GxMRYuXMhXeqSGatq0KZycnHDnzh0YGhqKLZpL1ZIIIYRbaWlpfKdQLZSUlMDc3Fxse7t27VBaWspDRoQP1DNFxNja2sLNzQ2qqqp8p0IIVUsihJBq7NmzZwCA+vXr85wJ9+zt7SErK4utW7eKbF+4cCHevXuHnTt38pQZ4RL1TBExAoFA4pypoqIi2NvbY//+/TxkRWoqugNKCCHVS3l5uXCNpcLCQgCAiooKFixYgBUrVkBKqubUN/Py8oK/vz86duwIAAgLC0N6ejpsbGyE0ycAiDW4yM+DeqaIGGlpaWRkZEBXV1dke05ODmrXrk1d14R1jo6OWLduHWrVqiXyYfQ5gUAAFxcXDjMjhBCybNkyeHl5Yc2aNejSpQsAICQkBKtXr4adnR02bNjAc4bc6NGjxzcdJxAIEBAQwHI2hC/UM0WECgoKwDAMGIbBmzdvRCr3lZWV4dKlS2INLELYEBUVhZKSEuH/V4XW8yCEEO75+PjA09MTgwcPFm4zMjJCvXr18Ntvv9WYxtSNGzf4ToFUA9SYIkLq6urCIX7NmzcX2y8QCLBmzRoeMiM1zacfUPRhRQgh1curV6/QsmVLse0tW7bEq1eveMiIEP5QY4oI3bhxAwzDoGfPnjh16hQ0NTWF++Tk5NCwYUPUrVuXxwwJIYQQwjdjY2Ps2LFDbL2pHTt2wNjYmKesCOEHzZkiYp48eYIGDRrUqAmkhBBCCPk2QUFBGDhwIPT19UUWq3369CkuXbqEbt268ZwhIdyhxhSp0tu3b5Geno4PHz6IbDcyMuIpI0IIIYTwLT09HTIyMti5cycSEhIAAK1atcJvv/2G0tJS6Ovr85whIdyhxhQR8/LlS9ja2uLy5csS95eVlXGcESGEEEKqi6qq/ubm5kJXV5e+J5AahcZxETHz589HXl4ewsLCoKioiCtXrsDHxwfNmjXD+fPn+U6PEEIIITyq6j58YWGhSCVgQmoCKkBBxAQEBODcuXMwNzeHlJQUGjZsiD59+kBVVRWbNm3CwIED+U6REEIIIRyrXPdPIBDA2dkZSkpKwn1lZWUICwuDiYkJT9kRwg9qTBExRUVFwq57DQ0NvHz5Es2bN4ehoSEiIyN5zo4QQgghfKhc949hGMTFxUFOTk64T05ODsbGxli4cCFf6RHCC2pMETEtWrTAo0eP0KhRIxgbG2PPnj1o1KgRPDw8UKdOHb7TI4QQQggPKtf9s7W1hZubG1RVVXnOiBD+UQEKIubQoUMoLS3F5MmTce/ePVhZWSE3NxdycnLw8fHBmDFj+E6REEIIIYQQ3lFjinwRwzB49+4dEhISoK+vD21tbb5TIoQQQgghpFqgan5EIi8vL7Rt2xYKCgrQ0NCAjY0Nzp49y3dahBBCCCGEVBs0Z4qIcXZ2xtatW2Fvby+ysrmDgwPS09Oxdu1anjMkhBBCCCGEfzTMj4jR0dGBu7s7xo0bJ7L96NGjsLe3R05ODk+ZEUIIIYQQUn3QMD8ipqSkBObm5mLb27Vrh9LSUh4yIoQQQgghpPqhxhQRM3HiROzevVts+969ezF+/HgeMiKEEEIIIaT6oTlTBMDHVc2BipXNPT094e/vj44dOwIAwsLCkJ6eDhsbG75SJIQQQgghpFqhOVMEANCjR49vOk4gECAgIIDlbAghhBBCCKn+qDFFCCGEEEIIId+B5kwRQgghhBBCyHegxhQhhBBCCCGEfAdqTBFCCCGEEELId6DGFCGEEEIIIYR8B2pMEUIIIYQQQsh3oMYUIYQQQgghhHwHakwRQgghhBBCyHegxhQhhBBCCCGEfIf/AY3A4L4xsZ9gAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "sns.heatmap(df.corr(),annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "models = df.groupby('battery_power').count()[['ram']].sort_values(by='ram',ascending=True).reset_index()\n",
    "models = models.rename(columns={'ram':'BatteryRAM'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([   0,    1,    2, ..., 1091, 1092, 1093]),\n",
       " [Text(0, 0, '501'),\n",
       "  Text(1, 0, '502'),\n",
       "  Text(2, 0, '503'),\n",
       "  Text(3, 0, '504'),\n",
       "  Text(4, 0, '506'),\n",
       "  Text(5, 0, '507'),\n",
       "  Text(6, 0, '508'),\n",
       "  Text(7, 0, '509'),\n",
       "  Text(8, 0, '510'),\n",
       "  Text(9, 0, '511'),\n",
       "  Text(10, 0, '512'),\n",
       "  Text(11, 0, '513'),\n",
       "  Text(12, 0, '514'),\n",
       "  Text(13, 0, '516'),\n",
       "  Text(14, 0, '517'),\n",
       "  Text(15, 0, '518'),\n",
       "  Text(16, 0, '519'),\n",
       "  Text(17, 0, '520'),\n",
       "  Text(18, 0, '523'),\n",
       "  Text(19, 0, '525'),\n",
       "  Text(20, 0, '527'),\n",
       "  Text(21, 0, '528'),\n",
       "  Text(22, 0, '530'),\n",
       "  Text(23, 0, '531'),\n",
       "  Text(24, 0, '532'),\n",
       "  Text(25, 0, '534'),\n",
       "  Text(26, 0, '535'),\n",
       "  Text(27, 0, '536'),\n",
       "  Text(28, 0, '537'),\n",
       "  Text(29, 0, '538'),\n",
       "  Text(30, 0, '539'),\n",
       "  Text(31, 0, '541'),\n",
       "  Text(32, 0, '543'),\n",
       "  Text(33, 0, '544'),\n",
       "  Text(34, 0, '545'),\n",
       "  Text(35, 0, '546'),\n",
       "  Text(36, 0, '547'),\n",
       "  Text(37, 0, '548'),\n",
       "  Text(38, 0, '550'),\n",
       "  Text(39, 0, '551'),\n",
       "  Text(40, 0, '553'),\n",
       "  Text(41, 0, '554'),\n",
       "  Text(42, 0, '555'),\n",
       "  Text(43, 0, '557'),\n",
       "  Text(44, 0, '558'),\n",
       "  Text(45, 0, '559'),\n",
       "  Text(46, 0, '560'),\n",
       "  Text(47, 0, '561'),\n",
       "  Text(48, 0, '563'),\n",
       "  Text(49, 0, '564'),\n",
       "  Text(50, 0, '565'),\n",
       "  Text(51, 0, '568'),\n",
       "  Text(52, 0, '569'),\n",
       "  Text(53, 0, '570'),\n",
       "  Text(54, 0, '571'),\n",
       "  Text(55, 0, '574'),\n",
       "  Text(56, 0, '576'),\n",
       "  Text(57, 0, '577'),\n",
       "  Text(58, 0, '578'),\n",
       "  Text(59, 0, '579'),\n",
       "  Text(60, 0, '580'),\n",
       "  Text(61, 0, '581'),\n",
       "  Text(62, 0, '582'),\n",
       "  Text(63, 0, '583'),\n",
       "  Text(64, 0, '584'),\n",
       "  Text(65, 0, '586'),\n",
       "  Text(66, 0, '587'),\n",
       "  Text(67, 0, '589'),\n",
       "  Text(68, 0, '590'),\n",
       "  Text(69, 0, '591'),\n",
       "  Text(70, 0, '592'),\n",
       "  Text(71, 0, '593'),\n",
       "  Text(72, 0, '594'),\n",
       "  Text(73, 0, '595'),\n",
       "  Text(74, 0, '596'),\n",
       "  Text(75, 0, '598'),\n",
       "  Text(76, 0, '599'),\n",
       "  Text(77, 0, '600'),\n",
       "  Text(78, 0, '601'),\n",
       "  Text(79, 0, '602'),\n",
       "  Text(80, 0, '603'),\n",
       "  Text(81, 0, '605'),\n",
       "  Text(82, 0, '606'),\n",
       "  Text(83, 0, '608'),\n",
       "  Text(84, 0, '609'),\n",
       "  Text(85, 0, '610'),\n",
       "  Text(86, 0, '612'),\n",
       "  Text(87, 0, '614'),\n",
       "  Text(88, 0, '615'),\n",
       "  Text(89, 0, '616'),\n",
       "  Text(90, 0, '617'),\n",
       "  Text(91, 0, '618'),\n",
       "  Text(92, 0, '621'),\n",
       "  Text(93, 0, '622'),\n",
       "  Text(94, 0, '623'),\n",
       "  Text(95, 0, '625'),\n",
       "  Text(96, 0, '626'),\n",
       "  Text(97, 0, '627'),\n",
       "  Text(98, 0, '628'),\n",
       "  Text(99, 0, '630'),\n",
       "  Text(100, 0, '633'),\n",
       "  Text(101, 0, '634'),\n",
       "  Text(102, 0, '635'),\n",
       "  Text(103, 0, '636'),\n",
       "  Text(104, 0, '637'),\n",
       "  Text(105, 0, '638'),\n",
       "  Text(106, 0, '640'),\n",
       "  Text(107, 0, '641'),\n",
       "  Text(108, 0, '642'),\n",
       "  Text(109, 0, '643'),\n",
       "  Text(110, 0, '644'),\n",
       "  Text(111, 0, '645'),\n",
       "  Text(112, 0, '648'),\n",
       "  Text(113, 0, '649'),\n",
       "  Text(114, 0, '651'),\n",
       "  Text(115, 0, '652'),\n",
       "  Text(116, 0, '654'),\n",
       "  Text(117, 0, '657'),\n",
       "  Text(118, 0, '658'),\n",
       "  Text(119, 0, '659'),\n",
       "  Text(120, 0, '660'),\n",
       "  Text(121, 0, '662'),\n",
       "  Text(122, 0, '663'),\n",
       "  Text(123, 0, '664'),\n",
       "  Text(124, 0, '665'),\n",
       "  Text(125, 0, '666'),\n",
       "  Text(126, 0, '667'),\n",
       "  Text(127, 0, '668'),\n",
       "  Text(128, 0, '671'),\n",
       "  Text(129, 0, '672'),\n",
       "  Text(130, 0, '673'),\n",
       "  Text(131, 0, '674'),\n",
       "  Text(132, 0, '675'),\n",
       "  Text(133, 0, '676'),\n",
       "  Text(134, 0, '680'),\n",
       "  Text(135, 0, '681'),\n",
       "  Text(136, 0, '682'),\n",
       "  Text(137, 0, '683'),\n",
       "  Text(138, 0, '684'),\n",
       "  Text(139, 0, '685'),\n",
       "  Text(140, 0, '686'),\n",
       "  Text(141, 0, '687'),\n",
       "  Text(142, 0, '688'),\n",
       "  Text(143, 0, '689'),\n",
       "  Text(144, 0, '691'),\n",
       "  Text(145, 0, '694'),\n",
       "  Text(146, 0, '695'),\n",
       "  Text(147, 0, '696'),\n",
       "  Text(148, 0, '697'),\n",
       "  Text(149, 0, '701'),\n",
       "  Text(150, 0, '702'),\n",
       "  Text(151, 0, '703'),\n",
       "  Text(152, 0, '704'),\n",
       "  Text(153, 0, '705'),\n",
       "  Text(154, 0, '706'),\n",
       "  Text(155, 0, '707'),\n",
       "  Text(156, 0, '708'),\n",
       "  Text(157, 0, '709'),\n",
       "  Text(158, 0, '710'),\n",
       "  Text(159, 0, '712'),\n",
       "  Text(160, 0, '713'),\n",
       "  Text(161, 0, '714'),\n",
       "  Text(162, 0, '715'),\n",
       "  Text(163, 0, '717'),\n",
       "  Text(164, 0, '718'),\n",
       "  Text(165, 0, '719'),\n",
       "  Text(166, 0, '720'),\n",
       "  Text(167, 0, '721'),\n",
       "  Text(168, 0, '722'),\n",
       "  Text(169, 0, '723'),\n",
       "  Text(170, 0, '724'),\n",
       "  Text(171, 0, '725'),\n",
       "  Text(172, 0, '726'),\n",
       "  Text(173, 0, '727'),\n",
       "  Text(174, 0, '728'),\n",
       "  Text(175, 0, '729'),\n",
       "  Text(176, 0, '730'),\n",
       "  Text(177, 0, '731'),\n",
       "  Text(178, 0, '732'),\n",
       "  Text(179, 0, '733'),\n",
       "  Text(180, 0, '737'),\n",
       "  Text(181, 0, '739'),\n",
       "  Text(182, 0, '740'),\n",
       "  Text(183, 0, '741'),\n",
       "  Text(184, 0, '742'),\n",
       "  Text(185, 0, '743'),\n",
       "  Text(186, 0, '744'),\n",
       "  Text(187, 0, '745'),\n",
       "  Text(188, 0, '748'),\n",
       "  Text(189, 0, '752'),\n",
       "  Text(190, 0, '753'),\n",
       "  Text(191, 0, '754'),\n",
       "  Text(192, 0, '755'),\n",
       "  Text(193, 0, '757'),\n",
       "  Text(194, 0, '759'),\n",
       "  Text(195, 0, '761'),\n",
       "  Text(196, 0, '763'),\n",
       "  Text(197, 0, '764'),\n",
       "  Text(198, 0, '765'),\n",
       "  Text(199, 0, '767'),\n",
       "  Text(200, 0, '768'),\n",
       "  Text(201, 0, '769'),\n",
       "  Text(202, 0, '770'),\n",
       "  Text(203, 0, '771'),\n",
       "  Text(204, 0, '772'),\n",
       "  Text(205, 0, '774'),\n",
       "  Text(206, 0, '775'),\n",
       "  Text(207, 0, '776'),\n",
       "  Text(208, 0, '777'),\n",
       "  Text(209, 0, '781'),\n",
       "  Text(210, 0, '783'),\n",
       "  Text(211, 0, '786'),\n",
       "  Text(212, 0, '787'),\n",
       "  Text(213, 0, '788'),\n",
       "  Text(214, 0, '790'),\n",
       "  Text(215, 0, '793'),\n",
       "  Text(216, 0, '794'),\n",
       "  Text(217, 0, '796'),\n",
       "  Text(218, 0, '797'),\n",
       "  Text(219, 0, '798'),\n",
       "  Text(220, 0, '799'),\n",
       "  Text(221, 0, '801'),\n",
       "  Text(222, 0, '802'),\n",
       "  Text(223, 0, '803'),\n",
       "  Text(224, 0, '804'),\n",
       "  Text(225, 0, '805'),\n",
       "  Text(226, 0, '807'),\n",
       "  Text(227, 0, '808'),\n",
       "  Text(228, 0, '809'),\n",
       "  Text(229, 0, '811'),\n",
       "  Text(230, 0, '812'),\n",
       "  Text(231, 0, '814'),\n",
       "  Text(232, 0, '815'),\n",
       "  Text(233, 0, '816'),\n",
       "  Text(234, 0, '817'),\n",
       "  Text(235, 0, '818'),\n",
       "  Text(236, 0, '819'),\n",
       "  Text(237, 0, '820'),\n",
       "  Text(238, 0, '821'),\n",
       "  Text(239, 0, '822'),\n",
       "  Text(240, 0, '823'),\n",
       "  Text(241, 0, '825'),\n",
       "  Text(242, 0, '826'),\n",
       "  Text(243, 0, '827'),\n",
       "  Text(244, 0, '829'),\n",
       "  Text(245, 0, '831'),\n",
       "  Text(246, 0, '832'),\n",
       "  Text(247, 0, '833'),\n",
       "  Text(248, 0, '834'),\n",
       "  Text(249, 0, '835'),\n",
       "  Text(250, 0, '837'),\n",
       "  Text(251, 0, '838'),\n",
       "  Text(252, 0, '839'),\n",
       "  Text(253, 0, '840'),\n",
       "  Text(254, 0, '841'),\n",
       "  Text(255, 0, '842'),\n",
       "  Text(256, 0, '843'),\n",
       "  Text(257, 0, '844'),\n",
       "  Text(258, 0, '846'),\n",
       "  Text(259, 0, '848'),\n",
       "  Text(260, 0, '850'),\n",
       "  Text(261, 0, '851'),\n",
       "  Text(262, 0, '852'),\n",
       "  Text(263, 0, '853'),\n",
       "  Text(264, 0, '854'),\n",
       "  Text(265, 0, '855'),\n",
       "  Text(266, 0, '856'),\n",
       "  Text(267, 0, '857'),\n",
       "  Text(268, 0, '858'),\n",
       "  Text(269, 0, '860'),\n",
       "  Text(270, 0, '862'),\n",
       "  Text(271, 0, '863'),\n",
       "  Text(272, 0, '864'),\n",
       "  Text(273, 0, '865'),\n",
       "  Text(274, 0, '866'),\n",
       "  Text(275, 0, '867'),\n",
       "  Text(276, 0, '868'),\n",
       "  Text(277, 0, '869'),\n",
       "  Text(278, 0, '871'),\n",
       "  Text(279, 0, '873'),\n",
       "  Text(280, 0, '874'),\n",
       "  Text(281, 0, '875'),\n",
       "  Text(282, 0, '877'),\n",
       "  Text(283, 0, '878'),\n",
       "  Text(284, 0, '879'),\n",
       "  Text(285, 0, '880'),\n",
       "  Text(286, 0, '881'),\n",
       "  Text(287, 0, '882'),\n",
       "  Text(288, 0, '885'),\n",
       "  Text(289, 0, '888'),\n",
       "  Text(290, 0, '890'),\n",
       "  Text(291, 0, '891'),\n",
       "  Text(292, 0, '892'),\n",
       "  Text(293, 0, '893'),\n",
       "  Text(294, 0, '894'),\n",
       "  Text(295, 0, '895'),\n",
       "  Text(296, 0, '896'),\n",
       "  Text(297, 0, '897'),\n",
       "  Text(298, 0, '899'),\n",
       "  Text(299, 0, '902'),\n",
       "  Text(300, 0, '903'),\n",
       "  Text(301, 0, '904'),\n",
       "  Text(302, 0, '906'),\n",
       "  Text(303, 0, '907'),\n",
       "  Text(304, 0, '908'),\n",
       "  Text(305, 0, '909'),\n",
       "  Text(306, 0, '911'),\n",
       "  Text(307, 0, '912'),\n",
       "  Text(308, 0, '913'),\n",
       "  Text(309, 0, '914'),\n",
       "  Text(310, 0, '915'),\n",
       "  Text(311, 0, '916'),\n",
       "  Text(312, 0, '917'),\n",
       "  Text(313, 0, '918'),\n",
       "  Text(314, 0, '919'),\n",
       "  Text(315, 0, '920'),\n",
       "  Text(316, 0, '921'),\n",
       "  Text(317, 0, '922'),\n",
       "  Text(318, 0, '924'),\n",
       "  Text(319, 0, '925'),\n",
       "  Text(320, 0, '926'),\n",
       "  Text(321, 0, '928'),\n",
       "  Text(322, 0, '930'),\n",
       "  Text(323, 0, '932'),\n",
       "  Text(324, 0, '934'),\n",
       "  Text(325, 0, '935'),\n",
       "  Text(326, 0, '936'),\n",
       "  Text(327, 0, '940'),\n",
       "  Text(328, 0, '942'),\n",
       "  Text(329, 0, '946'),\n",
       "  Text(330, 0, '947'),\n",
       "  Text(331, 0, '948'),\n",
       "  Text(332, 0, '950'),\n",
       "  Text(333, 0, '951'),\n",
       "  Text(334, 0, '954'),\n",
       "  Text(335, 0, '955'),\n",
       "  Text(336, 0, '956'),\n",
       "  Text(337, 0, '957'),\n",
       "  Text(338, 0, '958'),\n",
       "  Text(339, 0, '959'),\n",
       "  Text(340, 0, '961'),\n",
       "  Text(341, 0, '962'),\n",
       "  Text(342, 0, '963'),\n",
       "  Text(343, 0, '964'),\n",
       "  Text(344, 0, '965'),\n",
       "  Text(345, 0, '966'),\n",
       "  Text(346, 0, '967'),\n",
       "  Text(347, 0, '969'),\n",
       "  Text(348, 0, '970'),\n",
       "  Text(349, 0, '972'),\n",
       "  Text(350, 0, '973'),\n",
       "  Text(351, 0, '977'),\n",
       "  Text(352, 0, '979'),\n",
       "  Text(353, 0, '980'),\n",
       "  Text(354, 0, '981'),\n",
       "  Text(355, 0, '983'),\n",
       "  Text(356, 0, '984'),\n",
       "  Text(357, 0, '986'),\n",
       "  Text(358, 0, '987'),\n",
       "  Text(359, 0, '989'),\n",
       "  Text(360, 0, '990'),\n",
       "  Text(361, 0, '991'),\n",
       "  Text(362, 0, '993'),\n",
       "  Text(363, 0, '994'),\n",
       "  Text(364, 0, '995'),\n",
       "  Text(365, 0, '999'),\n",
       "  Text(366, 0, '1000'),\n",
       "  Text(367, 0, '1001'),\n",
       "  Text(368, 0, '1002'),\n",
       "  Text(369, 0, '1003'),\n",
       "  Text(370, 0, '1004'),\n",
       "  Text(371, 0, '1005'),\n",
       "  Text(372, 0, '1006'),\n",
       "  Text(373, 0, '1007'),\n",
       "  Text(374, 0, '1008'),\n",
       "  Text(375, 0, '1009'),\n",
       "  Text(376, 0, '1010'),\n",
       "  Text(377, 0, '1011'),\n",
       "  Text(378, 0, '1012'),\n",
       "  Text(379, 0, '1015'),\n",
       "  Text(380, 0, '1018'),\n",
       "  Text(381, 0, '1020'),\n",
       "  Text(382, 0, '1021'),\n",
       "  Text(383, 0, '1023'),\n",
       "  Text(384, 0, '1027'),\n",
       "  Text(385, 0, '1028'),\n",
       "  Text(386, 0, '1029'),\n",
       "  Text(387, 0, '1030'),\n",
       "  Text(388, 0, '1031'),\n",
       "  Text(389, 0, '1034'),\n",
       "  Text(390, 0, '1035'),\n",
       "  Text(391, 0, '1036'),\n",
       "  Text(392, 0, '1038'),\n",
       "  Text(393, 0, '1039'),\n",
       "  Text(394, 0, '1042'),\n",
       "  Text(395, 0, '1043'),\n",
       "  Text(396, 0, '1044'),\n",
       "  Text(397, 0, '1045'),\n",
       "  Text(398, 0, '1046'),\n",
       "  Text(399, 0, '1048'),\n",
       "  Text(400, 0, '1049'),\n",
       "  Text(401, 0, '1052'),\n",
       "  Text(402, 0, '1053'),\n",
       "  Text(403, 0, '1054'),\n",
       "  Text(404, 0, '1056'),\n",
       "  Text(405, 0, '1057'),\n",
       "  Text(406, 0, '1058'),\n",
       "  Text(407, 0, '1059'),\n",
       "  Text(408, 0, '1061'),\n",
       "  Text(409, 0, '1062'),\n",
       "  Text(410, 0, '1063'),\n",
       "  Text(411, 0, '1064'),\n",
       "  Text(412, 0, '1065'),\n",
       "  Text(413, 0, '1066'),\n",
       "  Text(414, 0, '1067'),\n",
       "  Text(415, 0, '1068'),\n",
       "  Text(416, 0, '1070'),\n",
       "  Text(417, 0, '1071'),\n",
       "  Text(418, 0, '1072'),\n",
       "  Text(419, 0, '1073'),\n",
       "  Text(420, 0, '1074'),\n",
       "  Text(421, 0, '1075'),\n",
       "  Text(422, 0, '1076'),\n",
       "  Text(423, 0, '1077'),\n",
       "  Text(424, 0, '1081'),\n",
       "  Text(425, 0, '1082'),\n",
       "  Text(426, 0, '1083'),\n",
       "  Text(427, 0, '1084'),\n",
       "  Text(428, 0, '1086'),\n",
       "  Text(429, 0, '1087'),\n",
       "  Text(430, 0, '1089'),\n",
       "  Text(431, 0, '1090'),\n",
       "  Text(432, 0, '1092'),\n",
       "  Text(433, 0, '1093'),\n",
       "  Text(434, 0, '1095'),\n",
       "  Text(435, 0, '1097'),\n",
       "  Text(436, 0, '1099'),\n",
       "  Text(437, 0, '1100'),\n",
       "  Text(438, 0, '1101'),\n",
       "  Text(439, 0, '1103'),\n",
       "  Text(440, 0, '1104'),\n",
       "  Text(441, 0, '1106'),\n",
       "  Text(442, 0, '1108'),\n",
       "  Text(443, 0, '1109'),\n",
       "  Text(444, 0, '1110'),\n",
       "  Text(445, 0, '1112'),\n",
       "  Text(446, 0, '1113'),\n",
       "  Text(447, 0, '1114'),\n",
       "  Text(448, 0, '1117'),\n",
       "  Text(449, 0, '1119'),\n",
       "  Text(450, 0, '1122'),\n",
       "  Text(451, 0, '1125'),\n",
       "  Text(452, 0, '1126'),\n",
       "  Text(453, 0, '1127'),\n",
       "  Text(454, 0, '1128'),\n",
       "  Text(455, 0, '1129'),\n",
       "  Text(456, 0, '1130'),\n",
       "  Text(457, 0, '1131'),\n",
       "  Text(458, 0, '1132'),\n",
       "  Text(459, 0, '1133'),\n",
       "  Text(460, 0, '1134'),\n",
       "  Text(461, 0, '1135'),\n",
       "  Text(462, 0, '1136'),\n",
       "  Text(463, 0, '1137'),\n",
       "  Text(464, 0, '1138'),\n",
       "  Text(465, 0, '1139'),\n",
       "  Text(466, 0, '1142'),\n",
       "  Text(467, 0, '1143'),\n",
       "  Text(468, 0, '1144'),\n",
       "  Text(469, 0, '1146'),\n",
       "  Text(470, 0, '1147'),\n",
       "  Text(471, 0, '1148'),\n",
       "  Text(472, 0, '1149'),\n",
       "  Text(473, 0, '1150'),\n",
       "  Text(474, 0, '1151'),\n",
       "  Text(475, 0, '1152'),\n",
       "  Text(476, 0, '1154'),\n",
       "  Text(477, 0, '1156'),\n",
       "  Text(478, 0, '1157'),\n",
       "  Text(479, 0, '1158'),\n",
       "  Text(480, 0, '1159'),\n",
       "  Text(481, 0, '1160'),\n",
       "  Text(482, 0, '1161'),\n",
       "  Text(483, 0, '1162'),\n",
       "  Text(484, 0, '1163'),\n",
       "  Text(485, 0, '1164'),\n",
       "  Text(486, 0, '1165'),\n",
       "  Text(487, 0, '1166'),\n",
       "  Text(488, 0, '1168'),\n",
       "  Text(489, 0, '1170'),\n",
       "  Text(490, 0, '1171'),\n",
       "  Text(491, 0, '1172'),\n",
       "  Text(492, 0, '1174'),\n",
       "  Text(493, 0, '1175'),\n",
       "  Text(494, 0, '1176'),\n",
       "  Text(495, 0, '1177'),\n",
       "  Text(496, 0, '1178'),\n",
       "  Text(497, 0, '1179'),\n",
       "  Text(498, 0, '1180'),\n",
       "  Text(499, 0, '1181'),\n",
       "  Text(500, 0, '1182'),\n",
       "  Text(501, 0, '1183'),\n",
       "  Text(502, 0, '1184'),\n",
       "  Text(503, 0, '1185'),\n",
       "  Text(504, 0, '1186'),\n",
       "  Text(505, 0, '1187'),\n",
       "  Text(506, 0, '1188'),\n",
       "  Text(507, 0, '1189'),\n",
       "  Text(508, 0, '1190'),\n",
       "  Text(509, 0, '1191'),\n",
       "  Text(510, 0, '1193'),\n",
       "  Text(511, 0, '1194'),\n",
       "  Text(512, 0, '1195'),\n",
       "  Text(513, 0, '1197'),\n",
       "  Text(514, 0, '1199'),\n",
       "  Text(515, 0, '1201'),\n",
       "  Text(516, 0, '1202'),\n",
       "  Text(517, 0, '1203'),\n",
       "  Text(518, 0, '1204'),\n",
       "  Text(519, 0, '1205'),\n",
       "  Text(520, 0, '1206'),\n",
       "  Text(521, 0, '1207'),\n",
       "  Text(522, 0, '1208'),\n",
       "  Text(523, 0, '1210'),\n",
       "  Text(524, 0, '1211'),\n",
       "  Text(525, 0, '1212'),\n",
       "  Text(526, 0, '1213'),\n",
       "  Text(527, 0, '1215'),\n",
       "  Text(528, 0, '1216'),\n",
       "  Text(529, 0, '1217'),\n",
       "  Text(530, 0, '1218'),\n",
       "  Text(531, 0, '1219'),\n",
       "  Text(532, 0, '1220'),\n",
       "  Text(533, 0, '1221'),\n",
       "  Text(534, 0, '1224'),\n",
       "  Text(535, 0, '1225'),\n",
       "  Text(536, 0, '1227'),\n",
       "  Text(537, 0, '1229'),\n",
       "  Text(538, 0, '1230'),\n",
       "  Text(539, 0, '1231'),\n",
       "  Text(540, 0, '1232'),\n",
       "  Text(541, 0, '1234'),\n",
       "  Text(542, 0, '1236'),\n",
       "  Text(543, 0, '1237'),\n",
       "  Text(544, 0, '1239'),\n",
       "  Text(545, 0, '1240'),\n",
       "  Text(546, 0, '1242'),\n",
       "  Text(547, 0, '1245'),\n",
       "  Text(548, 0, '1248'),\n",
       "  Text(549, 0, '1249'),\n",
       "  Text(550, 0, '1250'),\n",
       "  Text(551, 0, '1251'),\n",
       "  Text(552, 0, '1253'),\n",
       "  Text(553, 0, '1254'),\n",
       "  Text(554, 0, '1259'),\n",
       "  Text(555, 0, '1260'),\n",
       "  Text(556, 0, '1261'),\n",
       "  Text(557, 0, '1262'),\n",
       "  Text(558, 0, '1263'),\n",
       "  Text(559, 0, '1264'),\n",
       "  Text(560, 0, '1265'),\n",
       "  Text(561, 0, '1266'),\n",
       "  Text(562, 0, '1268'),\n",
       "  Text(563, 0, '1269'),\n",
       "  Text(564, 0, '1270'),\n",
       "  Text(565, 0, '1271'),\n",
       "  Text(566, 0, '1272'),\n",
       "  Text(567, 0, '1273'),\n",
       "  Text(568, 0, '1275'),\n",
       "  Text(569, 0, '1276'),\n",
       "  Text(570, 0, '1277'),\n",
       "  Text(571, 0, '1278'),\n",
       "  Text(572, 0, '1279'),\n",
       "  Text(573, 0, '1280'),\n",
       "  Text(574, 0, '1281'),\n",
       "  Text(575, 0, '1283'),\n",
       "  Text(576, 0, '1284'),\n",
       "  Text(577, 0, '1285'),\n",
       "  Text(578, 0, '1286'),\n",
       "  Text(579, 0, '1288'),\n",
       "  Text(580, 0, '1289'),\n",
       "  Text(581, 0, '1290'),\n",
       "  Text(582, 0, '1296'),\n",
       "  Text(583, 0, '1299'),\n",
       "  Text(584, 0, '1300'),\n",
       "  Text(585, 0, '1303'),\n",
       "  Text(586, 0, '1306'),\n",
       "  Text(587, 0, '1307'),\n",
       "  Text(588, 0, '1308'),\n",
       "  Text(589, 0, '1309'),\n",
       "  Text(590, 0, '1310'),\n",
       "  Text(591, 0, '1312'),\n",
       "  Text(592, 0, '1313'),\n",
       "  Text(593, 0, '1314'),\n",
       "  Text(594, 0, '1315'),\n",
       "  Text(595, 0, '1317'),\n",
       "  Text(596, 0, '1318'),\n",
       "  Text(597, 0, '1319'),\n",
       "  Text(598, 0, '1320'),\n",
       "  Text(599, 0, '1321'),\n",
       "  Text(600, 0, '1322'),\n",
       "  Text(601, 0, '1323'),\n",
       "  Text(602, 0, '1325'),\n",
       "  Text(603, 0, '1327'),\n",
       "  Text(604, 0, '1328'),\n",
       "  Text(605, 0, '1329'),\n",
       "  Text(606, 0, '1330'),\n",
       "  Text(607, 0, '1331'),\n",
       "  Text(608, 0, '1332'),\n",
       "  Text(609, 0, '1333'),\n",
       "  Text(610, 0, '1334'),\n",
       "  Text(611, 0, '1335'),\n",
       "  Text(612, 0, '1336'),\n",
       "  Text(613, 0, '1337'),\n",
       "  Text(614, 0, '1339'),\n",
       "  Text(615, 0, '1341'),\n",
       "  Text(616, 0, '1342'),\n",
       "  Text(617, 0, '1343'),\n",
       "  Text(618, 0, '1344'),\n",
       "  Text(619, 0, '1345'),\n",
       "  Text(620, 0, '1347'),\n",
       "  Text(621, 0, '1348'),\n",
       "  Text(622, 0, '1349'),\n",
       "  Text(623, 0, '1350'),\n",
       "  Text(624, 0, '1352'),\n",
       "  Text(625, 0, '1354'),\n",
       "  Text(626, 0, '1355'),\n",
       "  Text(627, 0, '1356'),\n",
       "  Text(628, 0, '1358'),\n",
       "  Text(629, 0, '1359'),\n",
       "  Text(630, 0, '1361'),\n",
       "  Text(631, 0, '1362'),\n",
       "  Text(632, 0, '1365'),\n",
       "  Text(633, 0, '1366'),\n",
       "  Text(634, 0, '1367'),\n",
       "  Text(635, 0, '1368'),\n",
       "  Text(636, 0, '1369'),\n",
       "  Text(637, 0, '1370'),\n",
       "  Text(638, 0, '1371'),\n",
       "  Text(639, 0, '1372'),\n",
       "  Text(640, 0, '1373'),\n",
       "  Text(641, 0, '1375'),\n",
       "  Text(642, 0, '1379'),\n",
       "  Text(643, 0, '1380'),\n",
       "  Text(644, 0, '1382'),\n",
       "  Text(645, 0, '1384'),\n",
       "  Text(646, 0, '1387'),\n",
       "  Text(647, 0, '1391'),\n",
       "  Text(648, 0, '1392'),\n",
       "  Text(649, 0, '1394'),\n",
       "  Text(650, 0, '1395'),\n",
       "  Text(651, 0, '1396'),\n",
       "  Text(652, 0, '1397'),\n",
       "  Text(653, 0, '1398'),\n",
       "  Text(654, 0, '1402'),\n",
       "  Text(655, 0, '1403'),\n",
       "  Text(656, 0, '1404'),\n",
       "  Text(657, 0, '1405'),\n",
       "  Text(658, 0, '1406'),\n",
       "  Text(659, 0, '1407'),\n",
       "  Text(660, 0, '1408'),\n",
       "  Text(661, 0, '1410'),\n",
       "  Text(662, 0, '1412'),\n",
       "  Text(663, 0, '1413'),\n",
       "  Text(664, 0, '1414'),\n",
       "  Text(665, 0, '1416'),\n",
       "  Text(666, 0, '1417'),\n",
       "  Text(667, 0, '1420'),\n",
       "  Text(668, 0, '1421'),\n",
       "  Text(669, 0, '1422'),\n",
       "  Text(670, 0, '1423'),\n",
       "  Text(671, 0, '1424'),\n",
       "  Text(672, 0, '1425'),\n",
       "  Text(673, 0, '1426'),\n",
       "  Text(674, 0, '1428'),\n",
       "  Text(675, 0, '1429'),\n",
       "  Text(676, 0, '1430'),\n",
       "  Text(677, 0, '1431'),\n",
       "  Text(678, 0, '1432'),\n",
       "  Text(679, 0, '1433'),\n",
       "  Text(680, 0, '1436'),\n",
       "  Text(681, 0, '1438'),\n",
       "  Text(682, 0, '1439'),\n",
       "  Text(683, 0, '1441'),\n",
       "  Text(684, 0, '1442'),\n",
       "  Text(685, 0, '1444'),\n",
       "  Text(686, 0, '1445'),\n",
       "  Text(687, 0, '1446'),\n",
       "  Text(688, 0, '1447'),\n",
       "  Text(689, 0, '1448'),\n",
       "  Text(690, 0, '1449'),\n",
       "  Text(691, 0, '1450'),\n",
       "  Text(692, 0, '1451'),\n",
       "  Text(693, 0, '1452'),\n",
       "  Text(694, 0, '1453'),\n",
       "  Text(695, 0, '1454'),\n",
       "  Text(696, 0, '1456'),\n",
       "  Text(697, 0, '1457'),\n",
       "  Text(698, 0, '1461'),\n",
       "  Text(699, 0, '1462'),\n",
       "  Text(700, 0, '1464'),\n",
       "  Text(701, 0, '1467'),\n",
       "  Text(702, 0, '1469'),\n",
       "  Text(703, 0, '1470'),\n",
       "  Text(704, 0, '1472'),\n",
       "  Text(705, 0, '1476'),\n",
       "  Text(706, 0, '1478'),\n",
       "  Text(707, 0, '1479'),\n",
       "  Text(708, 0, '1481'),\n",
       "  Text(709, 0, '1482'),\n",
       "  Text(710, 0, '1483'),\n",
       "  Text(711, 0, '1484'),\n",
       "  Text(712, 0, '1485'),\n",
       "  Text(713, 0, '1486'),\n",
       "  Text(714, 0, '1487'),\n",
       "  Text(715, 0, '1488'),\n",
       "  Text(716, 0, '1489'),\n",
       "  Text(717, 0, '1490'),\n",
       "  Text(718, 0, '1492'),\n",
       "  Text(719, 0, '1493'),\n",
       "  Text(720, 0, '1494'),\n",
       "  Text(721, 0, '1496'),\n",
       "  Text(722, 0, '1497'),\n",
       "  Text(723, 0, '1498'),\n",
       "  Text(724, 0, '1501'),\n",
       "  Text(725, 0, '1502'),\n",
       "  Text(726, 0, '1503'),\n",
       "  Text(727, 0, '1504'),\n",
       "  Text(728, 0, '1507'),\n",
       "  Text(729, 0, '1509'),\n",
       "  Text(730, 0, '1510'),\n",
       "  Text(731, 0, '1511'),\n",
       "  Text(732, 0, '1512'),\n",
       "  Text(733, 0, '1514'),\n",
       "  Text(734, 0, '1515'),\n",
       "  Text(735, 0, '1517'),\n",
       "  Text(736, 0, '1519'),\n",
       "  Text(737, 0, '1520'),\n",
       "  Text(738, 0, '1521'),\n",
       "  Text(739, 0, '1522'),\n",
       "  Text(740, 0, '1523'),\n",
       "  Text(741, 0, '1524'),\n",
       "  Text(742, 0, '1526'),\n",
       "  Text(743, 0, '1527'),\n",
       "  Text(744, 0, '1528'),\n",
       "  Text(745, 0, '1530'),\n",
       "  Text(746, 0, '1531'),\n",
       "  Text(747, 0, '1533'),\n",
       "  Text(748, 0, '1536'),\n",
       "  Text(749, 0, '1537'),\n",
       "  Text(750, 0, '1538'),\n",
       "  Text(751, 0, '1539'),\n",
       "  Text(752, 0, '1540'),\n",
       "  Text(753, 0, '1541'),\n",
       "  Text(754, 0, '1542'),\n",
       "  Text(755, 0, '1544'),\n",
       "  Text(756, 0, '1545'),\n",
       "  Text(757, 0, '1546'),\n",
       "  Text(758, 0, '1547'),\n",
       "  Text(759, 0, '1549'),\n",
       "  Text(760, 0, '1550'),\n",
       "  Text(761, 0, '1551'),\n",
       "  Text(762, 0, '1552'),\n",
       "  Text(763, 0, '1554'),\n",
       "  Text(764, 0, '1557'),\n",
       "  Text(765, 0, '1558'),\n",
       "  Text(766, 0, '1559'),\n",
       "  Text(767, 0, '1560'),\n",
       "  Text(768, 0, '1561'),\n",
       "  Text(769, 0, '1562'),\n",
       "  Text(770, 0, '1563'),\n",
       "  Text(771, 0, '1564'),\n",
       "  Text(772, 0, '1565'),\n",
       "  Text(773, 0, '1566'),\n",
       "  Text(774, 0, '1567'),\n",
       "  Text(775, 0, '1568'),\n",
       "  Text(776, 0, '1569'),\n",
       "  Text(777, 0, '1571'),\n",
       "  Text(778, 0, '1572'),\n",
       "  Text(779, 0, '1575'),\n",
       "  Text(780, 0, '1576'),\n",
       "  Text(781, 0, '1577'),\n",
       "  Text(782, 0, '1578'),\n",
       "  Text(783, 0, '1579'),\n",
       "  Text(784, 0, '1581'),\n",
       "  Text(785, 0, '1582'),\n",
       "  Text(786, 0, '1583'),\n",
       "  Text(787, 0, '1584'),\n",
       "  Text(788, 0, '1587'),\n",
       "  Text(789, 0, '1588'),\n",
       "  Text(790, 0, '1589'),\n",
       "  Text(791, 0, '1590'),\n",
       "  Text(792, 0, '1591'),\n",
       "  Text(793, 0, '1592'),\n",
       "  Text(794, 0, '1593'),\n",
       "  Text(795, 0, '1595'),\n",
       "  Text(796, 0, '1596'),\n",
       "  Text(797, 0, '1597'),\n",
       "  Text(798, 0, '1600'),\n",
       "  Text(799, 0, '1602'),\n",
       "  Text(800, 0, '1603'),\n",
       "  Text(801, 0, '1604'),\n",
       "  Text(802, 0, '1606'),\n",
       "  Text(803, 0, '1607'),\n",
       "  Text(804, 0, '1608'),\n",
       "  Text(805, 0, '1610'),\n",
       "  Text(806, 0, '1611'),\n",
       "  Text(807, 0, '1614'),\n",
       "  Text(808, 0, '1615'),\n",
       "  Text(809, 0, '1616'),\n",
       "  Text(810, 0, '1617'),\n",
       "  Text(811, 0, '1619'),\n",
       "  Text(812, 0, '1620'),\n",
       "  Text(813, 0, '1623'),\n",
       "  Text(814, 0, '1624'),\n",
       "  Text(815, 0, '1625'),\n",
       "  Text(816, 0, '1627'),\n",
       "  Text(817, 0, '1628'),\n",
       "  Text(818, 0, '1630'),\n",
       "  Text(819, 0, '1631'),\n",
       "  Text(820, 0, '1632'),\n",
       "  Text(821, 0, '1633'),\n",
       "  Text(822, 0, '1634'),\n",
       "  Text(823, 0, '1635'),\n",
       "  Text(824, 0, '1638'),\n",
       "  Text(825, 0, '1640'),\n",
       "  Text(826, 0, '1641'),\n",
       "  Text(827, 0, '1642'),\n",
       "  Text(828, 0, '1644'),\n",
       "  Text(829, 0, '1645'),\n",
       "  Text(830, 0, '1646'),\n",
       "  Text(831, 0, '1647'),\n",
       "  Text(832, 0, '1648'),\n",
       "  Text(833, 0, '1650'),\n",
       "  Text(834, 0, '1652'),\n",
       "  Text(835, 0, '1653'),\n",
       "  Text(836, 0, '1654'),\n",
       "  Text(837, 0, '1655'),\n",
       "  Text(838, 0, '1656'),\n",
       "  Text(839, 0, '1657'),\n",
       "  Text(840, 0, '1658'),\n",
       "  Text(841, 0, '1659'),\n",
       "  Text(842, 0, '1660'),\n",
       "  Text(843, 0, '1661'),\n",
       "  Text(844, 0, '1662'),\n",
       "  Text(845, 0, '1663'),\n",
       "  Text(846, 0, '1664'),\n",
       "  Text(847, 0, '1665'),\n",
       "  Text(848, 0, '1667'),\n",
       "  Text(849, 0, '1670'),\n",
       "  Text(850, 0, '1671'),\n",
       "  Text(851, 0, '1672'),\n",
       "  Text(852, 0, '1673'),\n",
       "  Text(853, 0, '1674'),\n",
       "  Text(854, 0, '1676'),\n",
       "  Text(855, 0, '1677'),\n",
       "  Text(856, 0, '1678'),\n",
       "  Text(857, 0, '1680'),\n",
       "  Text(858, 0, '1681'),\n",
       "  Text(859, 0, '1685'),\n",
       "  Text(860, 0, '1686'),\n",
       "  Text(861, 0, '1688'),\n",
       "  Text(862, 0, '1689'),\n",
       "  Text(863, 0, '1692'),\n",
       "  Text(864, 0, '1694'),\n",
       "  Text(865, 0, '1695'),\n",
       "  Text(866, 0, '1696'),\n",
       "  Text(867, 0, '1697'),\n",
       "  Text(868, 0, '1698'),\n",
       "  Text(869, 0, '1699'),\n",
       "  Text(870, 0, '1701'),\n",
       "  Text(871, 0, '1702'),\n",
       "  Text(872, 0, '1703'),\n",
       "  Text(873, 0, '1707'),\n",
       "  Text(874, 0, '1708'),\n",
       "  Text(875, 0, '1709'),\n",
       "  Text(876, 0, '1712'),\n",
       "  Text(877, 0, '1713'),\n",
       "  Text(878, 0, '1714'),\n",
       "  Text(879, 0, '1715'),\n",
       "  Text(880, 0, '1717'),\n",
       "  Text(881, 0, '1718'),\n",
       "  Text(882, 0, '1719'),\n",
       "  Text(883, 0, '1720'),\n",
       "  Text(884, 0, '1721'),\n",
       "  Text(885, 0, '1722'),\n",
       "  Text(886, 0, '1723'),\n",
       "  Text(887, 0, '1724'),\n",
       "  Text(888, 0, '1725'),\n",
       "  Text(889, 0, '1726'),\n",
       "  Text(890, 0, '1727'),\n",
       "  Text(891, 0, '1729'),\n",
       "  Text(892, 0, '1730'),\n",
       "  Text(893, 0, '1731'),\n",
       "  Text(894, 0, '1732'),\n",
       "  Text(895, 0, '1733'),\n",
       "  Text(896, 0, '1735'),\n",
       "  Text(897, 0, '1741'),\n",
       "  Text(898, 0, '1742'),\n",
       "  Text(899, 0, '1744'),\n",
       "  Text(900, 0, '1745'),\n",
       "  Text(901, 0, '1747'),\n",
       "  Text(902, 0, '1748'),\n",
       "  Text(903, 0, '1749'),\n",
       "  Text(904, 0, '1751'),\n",
       "  Text(905, 0, '1753'),\n",
       "  Text(906, 0, '1754'),\n",
       "  Text(907, 0, '1755'),\n",
       "  Text(908, 0, '1757'),\n",
       "  Text(909, 0, '1758'),\n",
       "  Text(910, 0, '1759'),\n",
       "  Text(911, 0, '1760'),\n",
       "  Text(912, 0, '1762'),\n",
       "  Text(913, 0, '1763'),\n",
       "  Text(914, 0, '1765'),\n",
       "  Text(915, 0, '1766'),\n",
       "  Text(916, 0, '1768'),\n",
       "  Text(917, 0, '1770'),\n",
       "  Text(918, 0, '1772'),\n",
       "  Text(919, 0, '1773'),\n",
       "  Text(920, 0, '1775'),\n",
       "  Text(921, 0, '1776'),\n",
       "  Text(922, 0, '1777'),\n",
       "  Text(923, 0, '1778'),\n",
       "  Text(924, 0, '1779'),\n",
       "  Text(925, 0, '1780'),\n",
       "  Text(926, 0, '1782'),\n",
       "  Text(927, 0, '1783'),\n",
       "  Text(928, 0, '1784'),\n",
       "  Text(929, 0, '1786'),\n",
       "  Text(930, 0, '1788'),\n",
       "  Text(931, 0, '1790'),\n",
       "  Text(932, 0, '1791'),\n",
       "  Text(933, 0, '1792'),\n",
       "  Text(934, 0, '1793'),\n",
       "  Text(935, 0, '1794'),\n",
       "  Text(936, 0, '1796'),\n",
       "  Text(937, 0, '1799'),\n",
       "  Text(938, 0, '1800'),\n",
       "  Text(939, 0, '1801'),\n",
       "  Text(940, 0, '1802'),\n",
       "  Text(941, 0, '1804'),\n",
       "  Text(942, 0, '1805'),\n",
       "  Text(943, 0, '1806'),\n",
       "  Text(944, 0, '1807'),\n",
       "  Text(945, 0, '1808'),\n",
       "  Text(946, 0, '1809'),\n",
       "  Text(947, 0, '1811'),\n",
       "  Text(948, 0, '1812'),\n",
       "  Text(949, 0, '1813'),\n",
       "  Text(950, 0, '1814'),\n",
       "  Text(951, 0, '1815'),\n",
       "  Text(952, 0, '1816'),\n",
       "  Text(953, 0, '1820'),\n",
       "  Text(954, 0, '1821'),\n",
       "  Text(955, 0, '1822'),\n",
       "  Text(956, 0, '1823'),\n",
       "  Text(957, 0, '1824'),\n",
       "  Text(958, 0, '1825'),\n",
       "  Text(959, 0, '1826'),\n",
       "  Text(960, 0, '1827'),\n",
       "  Text(961, 0, '1828'),\n",
       "  Text(962, 0, '1829'),\n",
       "  Text(963, 0, '1830'),\n",
       "  Text(964, 0, '1831'),\n",
       "  Text(965, 0, '1832'),\n",
       "  Text(966, 0, '1834'),\n",
       "  Text(967, 0, '1835'),\n",
       "  Text(968, 0, '1836'),\n",
       "  Text(969, 0, '1837'),\n",
       "  Text(970, 0, '1839'),\n",
       "  Text(971, 0, '1840'),\n",
       "  Text(972, 0, '1841'),\n",
       "  Text(973, 0, '1842'),\n",
       "  Text(974, 0, '1843'),\n",
       "  Text(975, 0, '1844'),\n",
       "  Text(976, 0, '1845'),\n",
       "  Text(977, 0, '1846'),\n",
       "  Text(978, 0, '1848'),\n",
       "  Text(979, 0, '1849'),\n",
       "  Text(980, 0, '1851'),\n",
       "  Text(981, 0, '1852'),\n",
       "  Text(982, 0, '1853'),\n",
       "  Text(983, 0, '1854'),\n",
       "  Text(984, 0, '1855'),\n",
       "  Text(985, 0, '1856'),\n",
       "  Text(986, 0, '1859'),\n",
       "  Text(987, 0, '1860'),\n",
       "  Text(988, 0, '1861'),\n",
       "  Text(989, 0, '1862'),\n",
       "  Text(990, 0, '1864'),\n",
       "  Text(991, 0, '1866'),\n",
       "  Text(992, 0, '1867'),\n",
       "  Text(993, 0, '1868'),\n",
       "  Text(994, 0, '1869'),\n",
       "  Text(995, 0, '1871'),\n",
       "  Text(996, 0, '1872'),\n",
       "  Text(997, 0, '1874'),\n",
       "  Text(998, 0, '1875'),\n",
       "  Text(999, 0, '1876'),\n",
       "  ...])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,5))\n",
    "sns.barplot(x=models['battery_power'], y=models['BatteryRAM'], color='royalblue')\n",
    "plt.xticks(rotation=60)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# distribusi harga handphone"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Nurthariqa\\AppData\\Local\\Temp\\ipykernel_11120\\851093342.py:2: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  sns.distplot(df['price_range'])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='price_range', ylabel='Density'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "sns.distplot(df['price_range'])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# seleksi fitur"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((2000, 5), (2000,))"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features = ['battery_power','fc','int_memory','n_cores','ram']\n",
    "x = df[features]\n",
    "y = df['price_range']\n",
    "x.shape, y.shape"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# split data training dan data testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(660,)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "x_train, X_test, y_train, y_test = train_test_split(x,y,test_size=0.33, random_state=110)\n",
    "y_test.shape"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# membuat model regresi linier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "lr = LinearRegression()\n",
    "lr.fit(x_train,y_train)\n",
    "pred = lr.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "akurasi model regresi linier =  0.8820952081557975 %\n"
     ]
    }
   ],
   "source": [
    "score = lr.score(X_test, y_test)\n",
    "print('akurasi model regresi linier = ', score, '%')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# membuat inputan model regresi linier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimasi kisaran harga Handphone : [1.67773785] Juta\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\Nurthariqa\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\sklearn\\base.py:439: UserWarning: X does not have valid feature names, but LinearRegression was fitted with feature names\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "input_data = np.array([[842,1,7,2,2549]])\n",
    "\n",
    "prediction = lr.predict(input_data)\n",
    "print('Estimasi kisaran harga Handphone :', prediction, 'Juta')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2000 entries, 0 to 1999\n",
      "Data columns (total 19 columns):\n",
      " #   Column         Non-Null Count  Dtype\n",
      "---  ------         --------------  -----\n",
      " 0   battery_power  2000 non-null   int64\n",
      " 1   blue           2000 non-null   int64\n",
      " 2   dual_sim       2000 non-null   int64\n",
      " 3   fc             2000 non-null   int64\n",
      " 4   four_g         2000 non-null   int64\n",
      " 5   int_memory     2000 non-null   int64\n",
      " 6   mobile_wt      2000 non-null   int64\n",
      " 7   n_cores        2000 non-null   int64\n",
      " 8   pc             2000 non-null   int64\n",
      " 9   px_height      2000 non-null   int64\n",
      " 10  px_width       2000 non-null   int64\n",
      " 11  ram            2000 non-null   int64\n",
      " 12  sc_h           2000 non-null   int64\n",
      " 13  sc_w           2000 non-null   int64\n",
      " 14  talk_time      2000 non-null   int64\n",
      " 15  three_g        2000 non-null   int64\n",
      " 16  touch_screen   2000 non-null   int64\n",
      " 17  wifi           2000 non-null   int64\n",
      " 18  price_range    2000 non-null   int64\n",
      "dtypes: int64(19)\n",
      "memory usage: 297.0 KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Save model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "\n",
    "filename = 'estimasi_hanphone.sav'\n",
    "pickle.dump(lr,open(filename,'wb'))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.10"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}